{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "303e60ce-d72d-4050-979f-55be987e45c5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:22:11.613254Z",
     "start_time": "2025-04-29T06:22:11.325528Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np     #只需要下载numpy库即可\n",
    "import random\n",
    "import GridWorld_v3\n",
    "from draw import draw  #绘图函数\n",
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "57abf949-abcf-4fb5-bfdc-806caad09512",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:22:11.616764Z",
     "start_time": "2025-04-29T06:22:11.613762Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "⬜️⬜️⬜️⬜️⬜️\n",
      "⬜️🚫🚫⬜️⬜️\n",
      "⬜️⬜️🚫⬜️⬜️\n",
      "⬜️🚫✅🚫⬜️\n",
      "⬜️🚫⬜️⬜️⬜️\n"
     ]
    }
   ],
   "source": [
    "rows = 5      #记得行数和列数这里要同步改\n",
    "columns = 5\n",
    "gridworld = GridWorld_v3.GridWorld_v3(forbiddenAreaScore=-10, score=1,desc = [\".....\",\".##..\",\"..#..\",\".#T#.\",\".#...\"]) \n",
    "gridworld.show()\n",
    "trajectorySteps = 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d1771d1d70df092",
   "metadata": {},
   "source": [
    "# 这个代码拟合的是贝尔曼最优方程，效果非常好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1c8ea9d9-44f9-49e4-a0f8-615d926ac727",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:22:12.022989Z",
     "start_time": "2025-04-29T06:22:11.616764Z"
    }
   },
   "outputs": [],
   "source": [
    "policy = 0.2 * np.ones((rows*columns,5))\n",
    "episodes = [gridworld.getTrajectoryScore(nowState = 10,action = random.randint(0,4),policy = policy) \n",
    "            for i in range(500)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e0f17601-37c5-4e01-8aa0-1c7efe583937",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:22:12.025660Z",
     "start_time": "2025-04-29T06:22:12.022989Z"
    }
   },
   "outputs": [],
   "source": [
    "action_values = np.random.rand(25,5)\n",
    "learning_rate = 0.01\n",
    "gamma = 0.99"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d73b8efc-401a-4865-9813-59244842873b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:22:16.181269Z",
     "start_time": "2025-04-29T06:22:12.025660Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/100 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "⬇️🔄⬅️⬇️⬅️\n",
      "⬇️⏪⏩️🔄⬇️\n",
      "⬇️⬅️⏬🔄🔄\n",
      "⬇️⏩️✅⏫️🔄\n",
      "⬆️⏪⬆️⬅️⬆️\n"
     ]
    },
    {
     "data": {
      "image/png": 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6HBMbQrpDYbRhwwYsWLCg1V1E1xGhy4WvFy1aJIRUeno6kpKSREdsi8UiOkxfeumlSE5OFgvH4N2666mnnhLHNTU1FQaDQTSx/PTTTzt0I7GzNt1U0dHRYt3ff/8d+6qlI9RlX0FaOiQSiaQFTqJlZWVCePgLhccFF1yAe++9V0zYp5xySpefqays9GvbDodDdJ3mdq+++mqMHDkS69atw7/+9S8Re/Lll1+2rkuBwXFzfa1Wi2+++QbXXXed2Mb1118v1nn22Wdxww03iLiSu+++W7yXmZnpsU/+nV2kH3zwQeFmev3114X4+PPPP0Xcy2OPPYbvv/8e//znP4ULikJE4bnnnhP7v+iii4RQ+fDDD4X76ttvv213XCh8PvroIyFwKJJoLTrxxBOxbNmydq6tvoxMmfVEig6JRCJpgU/eRUVFeOihhwL6nDJJ7tixo8t1GQ9CK4I/0P3zyy+/iAl60qRJHvu75pprhBCgZYFwHVoXFGhJ4CT+zDPPtIqOM844A/fcc4+I6fB2FSlQhFBU0BpB0cLYFQoMWjwUywkFEK0mb7/9tofooBDyHgNjZDgGb9Gxfv16LF++XFg4yPnnny+sHvfdd5+IlZHsm0jRIZFIJAA2b94sJufDDz8cl112WUCfVTJSGhoaulyXrgRaIXxx/PHHe7z+5JNPhHVjxIgRHtYRulHIb7/91io63Cd7unmsVismT56MH3/8UbxmTIo/XHnllUJwKBx66KFYvHixeN/dunPQQQdhxYoVHp91H0NNTQ3sdjuOOuoofPDBB+32w+OsCA5CK8rpp58ujg0/x33sE4TDPeLEPoMUHRKJZL+HmSt8EufEzBiEQCc8o9EofsbHx3e5Lrc9depUv7a7bds2EV/SkWWkvLy89Xdm4jD2gwKhqanJY71ARAcnf3eUzzGWxPt9Cgt36EZ55JFHsHr1ao+YE3cR4x4/482wYcPE2CsqKoSLZ19Aulc8kaJDIpHs13BCPumkk0Sg5MKFC5GTkxPwNugqIAz2DCeMx2A2Dd0TvlCEAN06xx13nLCIcF2+zyBZukkY/8Ht+EtHgsvX++6BpDx2jOc4+uijRXxGdna2SCFmgCvdRBIJkaJDIpHst5hMJkyfPl3EIjB2ghkfgUJXACfVmJgYj7iLcDB48GCsWbNGCApf1gIFuiRoWfj66689LBV0v3jT2XZC4bPPPhOuI7pzGBiqQNHRkRXHG54HHkd/Y176AtLS4YlMmZVIJPslFAusy0F3BGMnGGMQzDaYfUEXCH+yUmk4YdExBra+8cYb7f7W3NwsglLdrRDulgdacHxN+Ky+SqtOuOEYKGh4TBR27drlkWHjDo/7ypUrW18XFhbiq6++wgknnLDvxHPIlNl2SEuHRCLZL7n11luFZYCWjurq6nbFwLyzOziJK+sw7kCpSErXBjMvHn744bCPkWXWP/74Y5GpQqvFkUceKSZ1Br3yfVoVGNDJiZruFP4vzDJhjAmFCmt2lJSUeGyTwZvMQmHsBd1BXEcJTA0FxsTQtcOMmQsvvFDEm7z00ktiH2vXrm23PjNwpk2b5pEyS5iqK9l3kaJDIpHslzDYUXFN+Mom8RYde/fuFSJAyVZhzAKtI5zAvbNOwgX7vNBSwLiMd999F1988YVwPwwaNAg33nijCLwkTDVlACzTYW+77TYRhHnttdcKN8UVV1zhsU2mpO7evRtPPvmkyLZhhks4RAe38dZbb4kqrTfddBPy8/NFhVZaO3yJDu6Xx48iY8+ePcK1xQJlLEm/LyHdK56onN4l5SQSiUQiiSB0wzA9mVVc91Xq6+tFhs/c9TMRG+9Z+TZQGhssOHHMO8LaFm4XXncjLR0SiUQikUQIaenwRAaS9iKY1sbgMEbU22y2dn0NJBKJRCLxB8bTsGosM4pY4I3l5TuDJfLppmOBN6Zc33zzzWIuUnjggQda+/UoC1O0A0VaOnoBFBcMDqPQ4Enma55Q+nPZQ4ELo7mV6HCJRCKR9A16orX9Rx99JLoov/rqq0JwUFAwaHfLli0icNgbpnzfcccdoqw9K9wydXnmzJlivnGvEcPePkwtV+DcFChSdPQwFBgsV6ykmVFYKBYO/mTuPRsnEYoS/p0pb1KESCSSvsr+ZMXtCffKM888g1mzZuHyyy8Xryk+vvvuOyEqKC68YQ8fZkYx64jQQsImhkuXLvVYjyIj1Eqx0r3Sg1BoUFRQTCjmKqJYOSgqWNGPP/maEd5M02NuPqPOGajE1D1ug9van77IEolEsr9RX1/vsbiXmlfgQyp74riX2uf8wdesjeILWjf4GcUFU1BQIKrZnnzyye0KurFiL7On2EmYc1KgSEtHD0BxQKHBRbkgKDQ6Eg2KIOF6XIdqkz+5KD435e8UKYo7RtmuRCKRSPq+eyXPq/8Ne+0w1sIdNgbkQyi7BbvD16zv4gtaOPg5VtRV5ifWhrnrrrta16GbhinNjPtg7RemOrOZH1sA+NNzSEGKjh4IFqU7RemF4G7h6Ap3S4jyu+KO8SVC+Df3mBApQiTdDa/z4uJicVOS156kr8N7LK3MfNrn/bS73SuFhYUeKbPu5eZDYf78+XjsscdEgTaKC1rUWQeGBe/uvfdesQ77EymwlgrXGzBggChS596BuCuk6OjGi1URHEqgaDA3YV/WkI5ECPcnRYikJ6Hg8H46C5R+6Zm44LgTWl//58fvUF5THYbRSSLB/nC+OPn369ev2/ebkJDQZZ2OtLQ0cX8vKyvzeJ+vO4rHoLBg4burrrpKvGaTQbrxr776atx9990+BVZSUpIoTkeBEghSdPRAsGhngqMrN4s/cRudiRD6AClEeBF5Z8dIESIJN4rZ9etlFyI2LrgCSQZbIvo3HdD6+oy7k2DSNAQ9Jqv/DVe7hSYreh0phuA/y/PVr7HtfJ11bxLMIZwvUteWudmjNBktuGDS+wG5E7o7e0Wv14tS9/PmzcMZZ5wh3uO9n69nz57t8zOMDfQWFr76+bjDUvtsAaBU6fUXKToijGLdoODoqUndW+QoIoRjUoJZfaXoShEiCRXl+qHgCLYqY7RFD62t7YZoiNVBo9PvM6JD1QtFR1wIoiPKoofO0na+YmN10IVwvohNh15FIPfFnsheueWWW3DZZZeJvjyHHHKISJml5ULJZrn00kuRm5uLOXPmiNfs2cOMlwMOOKDVvULrB99XxAfL6/M1XSq0YDKehH9jlksgSNHRDbU3KDzCMYH7a+nwZzuKyFDG6j5e5e/e7phgXUISyb6GyqmGyqmCQ2UH5FdC0suYMWMGKioqRJ+d0tJSTJgwAXPnzm0NLmXWibtlgz17eG/nT3Y1Zs8eCoxHH33Uo/cQBUZVVZX4O4NOlyxZIn4PBCk6usGd0tstBh2JEAoQ/h9ShEj2a5yAwZqEOEsqoq0J0NkNULVWG3DCqjbDrGtAk64GxqhKOFW9zJQi2e+KgxG6UjpypzBw1B3e02m54NIRH374IcKBFB1hhkJDyU4Jt9gIl6UjnCJEqSOiuGMkkn0FWjISTTlIas6FxtGRe0AFnSMaOnM04szpSG8cjPqoMtTEFMKu7oV+E0m3I3uveCJFRwRqb/D33m7dCKcIIb5KtksRIumrxJpThYBwFxt2tQXN2jqYtY3idyec0Dh10NtjYBAWkBionBohVBJMWUJ41BgKpftlP6enLB29FSk6wgCtGtXV1aJZG9OVIiU4usvSEawIoQBhNTyKEfr9mCopRYikr8VqZBiHCquFQrOuFrWGIuE+6UxA6G2xSDRlI8GUKdwvKU0DEGdOQ0nCRtg07StHSiT7I1J0hKn2BoN26urqfDbTCWR7NTU1IuUpJiamnXDprZYTbxFC4cHoZ+aE83fl79ISIunNaBw6ZNePRpQtTry2appRHrcdJl2dX5+3aBtREbddWDfSjUMQY02G3h6LvNoJKE7YKOI+QnH1EKeq5x86eiO9+fhI94onUnSEsZR5KFYICheWk6WFgHEhFB7JyclISUkRP5XKc73B0uEPisjwFmcdiRD+7K2iSrLvo3ZokFM3VrhKSH10KSpjdwQ1idGqUZK4AQnNWcJFo3bqkFs/BnsT1wphEsyE2q9xpPhZGLexV06sPQmPS65xJFRQYW8vPD7SveKJFB0h1t5QnvBDER20kKxevVp0jz3ssMPENllql1YPVr7buHGjsHwwaFNxY/D33or3cVCCTt3/7i1CvBvcyQ66km7DCWQ1jGwVHNUxu1ATszfkzdYbSmHVmJBdP0rEeuTUj0Zh0qrAAkyF4BiBOGuKeNmvcRT2xva+ibXHcKqQY2w7PrnGUSjqhcJD0oYUHWGqvcGfSj+VQLbHfOmtW7di8ODBop2wsm1aOLjwfU7OtbW1QoCwCtzChQsRFxfXagVJTExstSr0BpQy7x3hrwjxdsdIESKJBAz8ZEosqTXsDYvgUGjW16IsfjOyGkaJoNR042CUJvhuutWx4EhtfSvGlgC9wwCzpilsY+yz0MLROALx3sfHboBZ27uOj5RAbfSemaqP194INMhTcafQysGqcRQPHX2eT/8swMLKoZyER4wYIawgDF7dsmWLeJ/1+LkNRYT0dLxEIALBXYQox4AihAKko2qpUoRIwuVWSW0aIH43axtQFbMr7PtojKpGra1IpN7GWtIQbU3sOk7ESauG54TKQmR74tZLwUGccAkOi+fxKYxf3ysFR8juFew7SNHhB8oE2FntjUDcK4o7hdaKI444QsRv+Av3wfVZWU6pLsesGYoQLixPS2sJhYcSE8L9dKcI6crS0RnuPWOUbREpQiSRsnLQ9UEYNBqp9Fa6bOLN6cLakdKUh+LEuoAFR2HsBjRrQ+thsk8Ljjh5fPoCUnT44U5ROsN2lgrrj3uF29i9eze2bduGIUOGCHdKoBYBXxgMBrGw3TL3weY9igih+0bpCKhYQhg7EskJOpzBrp2JEAoQChEiRUjkeOmll/DPf/5TlFMeP348XnjhBdHPIRzs2VmHh2+ej9pqE+Li9bj3mckYNNzln1dwOJ1Yt6IM5cVGcU7fW/wLLr9zJPLyE7FkfiFemrOsdd2aymakZBjw7g9n+7X/eLMr26xJXy2CPAt31uGxW+ajtsY1nruenoz8YV7jcTjx0iNLsHRBITRaNRKTonD7E0ej38BE8feyIiOeuXeR2JZarcIZF4/COZePEWm3qY35wpWjseth17iu3fYT6nDEW9Nc42qwYPkfe/Dqt5+ivKkCtz4xGQN9jOeNOUuw/HfXeOKTonDTo0cjt2U8Ck/dPh8/f74Vn628DHEJwbVE31NQhwduajlfCXrc/6/JGOx9vhxOrF1RhrJio/j/3/vzF1x1t+t8LZ5fiBcebTtf1VXNSE034H8/+ne+eHxyeHwsruNj9Do+tz/p+/i8NmcJ/uLx0aiRkBSFWx5rf3ye/Pt8/PT5Vny5Kvjj08GQZfaKG1J0hKmUeVeWDm5r3bp1qK+vb3WnBDuuzuAYKSq4sPUy11eCUpkZw66AnJAVAcKFgiWcE3Qolo5ARIh7B10u3iJECUqlENmXirV1Jx999JFoHvXqq6+KRlBsHDVt2jTh1gslPVzhiTsW4vQLR+DU84bj1+8K8PAtC/Dv7870WGf5oiIkVsRjyimDoFKrsNaahVef/AuPvjIVhx2TJxaFW2fOxcTDc/zat94WI0qak/qocvHzqTsXYvqFI3DyucPx23cFeOzWBXjjG8/xLPp5N9atKMU7c8+BVqfGf55fidef/AsPvTxVXId3Xf0TLr5uAo49ZZBYv7rCZe5viCoXooOwpHqdocSn4EiwttUIWbmkEHsTNuLe/03Cwh8K8PQ/FuCFLzzHs2TebmxYWYpXvnWN5/2XVuLfT/+Fe16Y2jbmH3cKQRIqj/1jIc68aASmzxiOX74twIM3L8C733udrz+KEFcRj+NOGSRExzprFl56/C88/tpUHH5MnlgUbrp0Lg46IicgwZFgaTs+q5YUinTkB96fhN9/KMCTty/Ay196jmfxL7uxYUUpXm85Pu+9uBJvPf0X7nM7PgvDdHx8Dltmr3ggRUeYSpl3FtPBIFC6U9gOOVB3ir/76OwzjPfgwu6A/J8ofChCysrKRBAr03HdRYiSntsbRYc37v1fvEWIyeTqh624YyhCZAfdwGDnyVmzZrV2p6T4+O677/D222/jjjvuCGnb1ZXN2LS2As/972Tx+tiT8/HUvX8ICwGfihV4mhx2fi+d0KpUaGq0Ij0rtt32KkobhUC5+6nJfu0/2tbWnpyWDlpJNq+rwNPvucZzzMn5ePb+P7B3V12rFUMZj9XigMVsg0arQ6PR0jqeFX8UQa/XtAoOkpLuyoph1opZaxR1QKLEvj1FR07TMA/BYTHZ0FRnwwXHTYeqRoWRh07C4JJtGLBnAGLcOvamZI3H8HOOxMiaAdBq1bho1FA4RwAjazJbt1Ndk4vLbxqAn/ptwQHNw6C1twVyV0bvQYXBZRH153y9+IHr+Bx3Sj7+eU/784WW80ULA0UHz1dGtu/z9dcfRbjvGf/OV3bjMA/BYTbZ0Fhnw/lTp0NdrcLwQychv3gb8nYP8OhonJQ1HkPPORIjqgdAo3MdH8dIYER1Zut2Kqpdx2duvy0Y3zwMOpvb8THsEYskPEjR0UXtDX8nJl/uFW5v165dolDW0KFDxaTf0xMd/ye6Wrjk5+fDZrPA2LgNjcZqVFXvxa5dJuj1cYiPT0NiYhqSk1ODakvdU/+nFCHhg1ajFStW4M4772x9j8dp6tSpWLx4sc/P0NrERYECtyPoLknLiBETJeHxz8qJE2Z590nswCNzUWWOwQ+fbRNPquuWl+He1w9tt73vPtmKw6fkISXNv77srCCqFAFjk7byEiNSvcaTyfEUGT1Ex5FTB2DV4mKcftB7iInTIS0zFi98PF38bde2WiSlRuP+2b+gcEcdsvLiMfuew5DTP8F1fDSK6Gg/CSe0uAwUTE02RBm0wrrjGhAQHatFc5PVQ3Rk5sajqrwJ877cJsYeHaPFYVNcwbFk3bISjJiQIY5dKPC8tDs+uXEoLfI8XwcdkYuK5hh89+k26HRqrP2rDA+82f58ffPxVhwRwPlKaHE5KTS3HB+1kkFIV3PL8Yn1cXx+djs+hx/XdnzWLivByDAcn46Q7hVPpOhoQUnZVIRDoIGX3u4V3rDpTqFr4+CDDxaTfFd01bU11DLoTqcddmyHQ7UROk01dNpaRMdUIT7Rh2+5BYeDYoqTtw4qlR4qVRRU0MMJHeBkrRCv351axMXb0X9ADTRauqb04m9iHehgtUVDo2r7wvcGEUKRyd9Zwl6KkDYqKyuF1U8JWFbg682bfad9zpkzBw8++GBYx7FjczXUdUk48awh0Ok0WNWciSfuXIgHn5/Sug7P57cfbcEtDx3h93a1LX1VrGrXdeAvm9dWoGBLDT5fepGY3F59fCmeumsh7ntuCmw2B1b8WYzXvjxdxIJ8+d5G3HfdL3jz27Nc+9K49uWrgRyDITXOwCe+2upmNNSZcdzpQ6DVabB5TRnWLy/B+MNzUbiD33EdUjPbi5xIwfOFuiScfNYQaPUarDZlYs4dC/HwC57n6+uPtuC2AM6XXWWHNojjU9dyfKaeMQRarev4rPurBAccnos9O2phiHUJx0gh3Sue7Peiw71GRCidYd0tHXRdrFmzRrg0jjzyyB4q5OWEzUmBsQEq9W5oNVWI1pqgVgdWS0StpomUlh8uzX59hoaRBPHgs97j/fKGfthWU4O82FORHn0wegJfIoTCkJMoxSFRir25B6ZKEeIftIowBsTd0sEePL7IyIlDZXmTmKj5BMpzUVpsFNYFd37/cSfOPXgMdHqXyXvKyfn44KKlHuusXFICs9mOQyf383usStaKQ+WybGZkx4knYvfx8OmeT/Pu/PjZVkw8IgfxiS435EnnDMMtF38vfufYh41ObQ0+nXbWUDxzzyLYrA7xJK3sS92yb3f2xG3AAOMYqJ2u2zKfyBsamlGu2w2Vht9oJz6fPx+zDjsUjui2SfKb+RuQkBSNQQmumcmW14D3/vUXco6dgm8Wr8GuLdVQf+O6dmuqmjF/01JcNPvAVutLk9a/Mu/839odnyIjsryOz3yer4PazhfdMP+70PN8rVhcAovJjsOP8f987Y3bgLyGMdC0HB+Dcnz0LcfH6cRn8+fjb4cdCqfB7fgs2ID4pGgMbjk+9v4NeO+Zv9BvyhR8rRyfrz2PzyU3BH58OkJaOjzZr0VHoMGincHPUnQUFBSIYM1IuFM6s3RYHbvgVK+FSr0LWk0ForTNMPSS1iZWux7bqnJQ0eyqgbDb+DnitP1h0Ho+QfcEyjFVqqEqVhBeE1w6StHdH0QILT/8Xxn74w5fs6+OLxgP5G9MEM3qw8ekYe7n20Qg6W/f78TIobnIz8uEDW3WB4qBirImDBnphFqjwvI/ij0yXOgm+fXzPTjl3GEiO8FfWDa75RdBcpoBw8ak4acvtolA0vnf7xSxGu6uFZLdPwFLfivEBVePExPrn/P2IL9lPIcdm4dX5iwV8Qr8LNcbMCS5zXTfySVj0hqF8OgvhIcG+mgt0tPjsXt1E+KPrMbvc3dgdck6OAcMRSWqWz9XrNqFL78uxLDTNGI8n85bje2Nxag0DMWxN3Bcbcdq2pDXRfaKPqEOlQhsMhXna2yacHMxkHTedzsxclj785XZcr6GjnLFdCxbVOyR4aKzxuKXz/bg1PMCO188PoXxG9C/wXV8onh8MuKxa1UTEidVY8HcHVhTsg4YOBRVXsdn6VeFGOF+fJqKUWUYiqn/53l8pg5+XWSvRCXUoSrA4yPxj/1WdLiXMg/HBKK0eWfVUKYTsk5GpHE4rKi1/QitbgWy4htgsjG9UAedRoUAvssRpaoxG1urm2BxtBVdcsCK7Q3/xeikG6FW9Xw5d8XC1VkHXW8RomTFuPeN2ddECAOeDzzwQMybNw9nnHFG67Hi69mzZ4dlH3c8fhQevmU+/vPiauRlpeH1R25Ccp0B/3j2NYw7KhlHnzAQJ545FJW/6fDb9wXiGK/9qxS3PzbJNUZbLFLLR2FiggljzgusrwndGd5Wh78/dhQeu3U+/vvSasTG6XDnU8eI9x+/fQEmHT8Ak44fiLMuHY3d22tx+YmficBEpnze9thRYj1DjE78fvvlc8V1w7TbB148zqMYGXG27Nsb1plgATBFeIw5OBtrlxbjtzlN+Pyvtbj1Cdd4/nXnAhx23AAcPnUgpl88WrgJrp3+mbBAUDz938Ou8YSbux4/Cg/ePB//fmE18rLT8AbPV63rfI0/OhmTTxiIk84aivJfdZj3XYEQHTxfd8yZ1Co4UspH4YAEE8bPCLwPjYnHJ359q/AYe1A21iwtxi+PNeGLv9bitiddx+fpOxeIuI0jpg7EaRe7ztffTv1MZKikpBtwY4SOjy+ke8UTlbOvdBDrhlLmwcLKoMxOoeiYMmVKSO4UJZDVV0wJnzApasZPHIgq65cwO7YgLcaJLE/rpsBuT4fDGQ84G6DSVKC7sdhUWL0rGc26ticOb9KjD0N+3DnoaXhc9+7dKybYrlBECK8dJUvHXYQoQmRfESFMmb3sssvw2muvCTHNlNmPP/5YuKO8Yz18QfcKBfi8jTM9gvu80dqjkF07DhqHy0piV5tRkrRWNE+LtiQiq25s67rFSath0Rmhs8Ugu3asaKimBITyM44ueptYWzyMLEmeYMqGRdOIwuRV6A7SjIORaMqGVdOEPckrxXtNPoZrsMW3Cg+FBl0V9sZu5l074uNM7SK2U2OPQlbNOPGT2DVmlCavFT+jLInIrGk7X6UpbeeL76sdLedL24yy5K7PF6k1tc88UoSHQoO+CkURPj6NDRacPuEdUeCR7nN/rv33/pqJmLjgMhYVmowWXHywf/vt7exXlo5wulOU7dGdwoWuFGaqRDJ+w67diqQhv6LY3CDS9vISMpAY7aov4I1GUwENXGLD4YiH3ZEGOC2AugQqVWBxHYFSZUzBhjIznJ0IDlJhWoIE3WCkRh2A3mLp6IqOLCGKpctdhLg3r+vpsvTBMmPGDFRUVOC+++4TxcEmTJiAuXPn+iU4AoGxDkwpVUQHf1KEUET4QmczeAgOYldbOrQg+MLSUk5cNHpja/RumMyjWprKmTWdP+V7WzwIK5T2axzeIjzQo7SerxbRoYgQCg9faG0GZLgJjmDOl7fFgyXPGePRenwsqcjF8BbhEdRmJd3AfiM6gqm90Rk0szM7hdU/+QTIJ9ydO3eGPE5vw5PiQml0rIQztp65IFBBg0GJuYjW+5c7rlY3iMW1fT3s9iw4GQWuLoNK5V9wqD/YHSrsqsnH3oadgNa/G/j2uo9QXm9DWuJAkeHTE0G3gYiOYEWId7XUviRC6EoJlzulIxxqO0oT1yGrblxrKiuFR1btWNTGel7nLOiVYsz3EBzsZVKWuEGkvgYycblQIcaahCZ9DSIJXSvR1pbUWa2xy/VdwoMxHqNbJ1Z2U42yx8KsDdw1EU6cajvKktYhs3Yc9NaW82WPEpaMOq/zpbUbkNyQD42b4DDr61AR4PnydXxY+jzP7fjE9pLj4450r+xnoiOU2huduVOYncJCWiz2xcmE/U/C6amyOipRZ5sPk2MdHHD7Ajm0GJqaBp02uGI1KpUF2pbPOp3MuMmCwxEDp6oWanXnlonOaDCnYEulFo22goCeMlRqG5ri5qGg4Gg0NppEATWlSBlFiHs32t4oOvwVIUoHXeIelKoIku74P3s7rcKjdiz0dtdEpnVEI61hiMd66Q1DeRRbX5u19QELDtfnjOJpm+mrceb0iIsONntTvhxsAucPzdp60XMlr3E0VE6VECG9ZUKl8ChPWicsGIpQ1NqjkeJ1vlLrh0Lllupq1tWjnOcrwEw6XzTr6luFB4/t3l50fBRk9sp+JDq8a2+E6mfn5MHMFFo0hg8fLlIB3VvbK+uEso9G2yY02P6E2bm1JU21DS1i0C9OBZ22FOFApWLWRimU+c7hSILDkQIHmqFS0Q3T9Taos/bU5mN3fSGTdIMah11biazR5cjSndTaM6Y7u+eGU3QEKkI+//xzUd3zzz//jMj++xoOtQ2lSZ7Cw11geL9mZ9jSYJ+YVSxNXiG6v7IZW3XMbhFDEhGcQHJzbqvYYfyJvzRxYo3dABXUaOqqO20PnK/yZE/h4S4wvF+bdQ0oTwqP4PAWHr3x+Ej2E9GhBPqx18iGDRtw+OGHh8WdsnbtWmHRYA8K72AeZVLhfgN9aqULpc76B4zW5TA7fFswYrWp6BdvgjaCKl6tprWjVvzudBpgt2fAAYqoUmEh8abJEo/NlXFosIbuViozLUKCbgiyssa0pmP66p7r3riOVpFwBGtGUnR0JUKMRiNiYlx+fomn8GBMh64lBsIXFiE41osn7mCpjS5CYnO2mLDSGgehNGETItXNVvlfagyFAX+ewqO3ogiPzJpxIli0IyxCcIR2vjoTHr0V6V7Zx0WHe7Aof+fEFerERPFCwcE28QcccIAwh3vjbunwF4ujCvXmRWiwLYfd2bFCT9RlISexFmpVYJUTQ4GxHlrtbvE74z8cjlw4nKw+WgWVqh7FdQNRUF8MhzN8raQLjB9hjDYHUZoUn91zGxsbW0UIu/USRYTw3HDyDuZcd6fo8IYxQWzOJ2k/kZUI4THWp/CwaI0oCVFwEHZ6rTMUI6m5H2ItqUhozkK9ITyWRIUoaxxSGweK303aejTqq7Avnq8yITzG+hQezF4pi5Dg6O1I0bEPiw7v2hsUB121m+8MTnTsm8KslBEjRoiurZ21tlfG0BVN1u2ot/6BRtuaLl0S0bYU5KRWQB1klHc4YLaLRlMETcvFv7p4BKrN24Awj8nubMb2hv9hZOJ1ULPEoMcYVIiLixML3Vq+uufyfHt3z+3tooNCiv+TpD1MpfQlPCg4GPsRrgmsKmY3YiwpIoslvXGwyMpojAqPMGDQa3b9aGFJEf1d4vm9wT57vnwJD5fgCN/5kvRttPty7Q2lSmgwsBcHrRt0qxx22GHClN8Z7j77jlwoRttq1FkWwezwzx2RGT0AqXG7/Yqt6C7WlAzC9trNSI3Oh1MVulvFm0bbbhQ1/SBKpQfaPZc57BQhJSUlIibE3+65vHZ6plS9y70iRUfnE5kS40HhYdE2CpcKg07DhsqJkoQN6Fc3XgSVZjWMRKWjQFhAQsHA+iINI1vKmjtRGr85oFiOPis8RFaLS3hYdI0Rc6n0FWQg6T4mOjqrvaE0YQv0SZaNrig4WAZ64sSJPt0p/rpXbI4G1Fv+RL31T9ic/kfH58UNQoKhAL2JLeX52FbjGlOVaScyYwbACpebI5yUNM9HvG4wkvQj/f4Mz68iLggFqCJCWFBt48aNwo3hnhmjCI2edq/09WI/kYaWh6IUVyGtSMEA0uKEDcipHy2EB+M7YizJqIjbHnBwKQMn6U5hHAdxghaOrWjSB58d1pdwaKwoSY3s+epLSPfKPiQ6uqq9oQR0+jupcD2a6elOGTlyJHJzcwNqbe/d3r7BugLlze/Dia4r7rltCfkJAxAT1bsEx+7qPKytaCtlTiqai5FmSIUN4fdRFzR8iDFJt0CvCa6cPIViamqqWAivk9raWpHuzHPMyV5Jz2Xcj7+umEi4V7Kzs3tk3xJPaEUpTFyN7IZRov18jDUZ/WsORH10KWoNRV2KD9bhiDdnIrkpD5qWGiJMyaWFw9SLAx0lkUVaOvYB0eFee4O/d1R7wz2jxB93CmtvMI3RH3dKVw3Zmm0FKGt+j7cdvz+vhhaDk7Kg13lO7j1NWUMWlpeUtLv0HU4rGswOGKJYsqx9dkso2JyN2NHwHkYkXgOVV3xHMNCqkZ6eLhZCt5kSlMrYEFpFKEgYkEohQutDd1g/KDpkIGnvgYGlexNXI7k5T4gHxmLQYsGFBciYkinqe6j4IOEUrhPGghisicIywvUVjFEVqIjdIYIsJRJJHxUdFBAUG/6UMvdXdLDMM90pnJDYf8Mfd4ovFEsHC3uVNL8RkODQqWMwKCkeWs1e9CZqmpKxeG8dHB0EvDbbaxBt7w+o94Q99qTBthNFTT+jX+yJ4d1wSzdUpuZyoeCku4XvUXiwDwuvr0ik53ojA0l7ISqgJqYQDVHlSGnqj3hzhngz2poolq5o1tWK4FTWpJBIpKWjj4oOJTaDZnL3RludoQSTKgLFG26P2SlMvxw1apRwp4SC2JezGcVNb8DhDKCehjMLiXrezHqXS6XRHItFe+ywOjoPfqsx70FmzCBYIzD+4uZ5Ir4jUc8qlJGB11N0dLRwc3SWnuselBpseu7+mjJr0AExPd9QuMMGaz5Rm1GTuA11jl2IM6UjxpIq3C4qtyZjLpywaJvQrK+GMapcNDIj/v67x7qyaXsVul5WILekl+i3Bt+x6L0ypuOll17CP//5T9Ezafz48XjhhRdEy46OYDPHV155BXv27BHxjOeccw7mzJkj7o3BbrPPig7vUuaBVBbtKINFcadQxLB4WDieNlnhs875IayOMr/WdzpjYLJmIUarQpVpC6pNUUjQD0KyoQYxES7J3BUWmx4Ldxtgslf6tX550y6kx2TCBv/+d/9xoqDhfYxJvgU6deAuL3/wLujmnZ7LvzPLhFYQWsUoVINNz/VGWjq6hu3QE+sHt76uTdwGW8vE3l0ZGfUxxWLhI6fWESUal6mggp2NzzQmOLuhWZwkONSWWBiq266f5tRtcOj27Syijz76CLfccgteffVVUcySgmLatGkiqy8jg5Y7T95//33ccccdojoyW3ts3boVM2fOFPfCZ555Jqht9lnR4V57w72So7/4Eh2KO4WdMhkwGo6+FxRGKQPWwepHGilVq8MxCJVNjJPYizi9BhyhE2bUWQpQZwGi1TlIitYgyVCI7k6ssNqAnzbFoFntn+BQIvTrTE2IjzaIMuphHY+zATsa3sfwhFlQqbq/DDr/pqTnDhw4sMv0XMaF6PVdt7JWLCpSdHSOinETLY3SXK978DFc5cp0QaTKpUvCjsqhhcbidv04NPu8e+WZZ57BrFmzcPnll4vXFArfffedEBUUF96wDcORRx6JCy+8ULzmfe6CCy7A0qVLg95mnxMdHdXeCBR39wq3s23bNmE+Gj16tDClh4s6ywLEpfshOBwZqDOr0Gh1uSLyEgbDgR3t1jM5ilHaBFQ0xSMhKh2pMaXQa12tuCMJBdGSPXloVgdeqtnsaEC0LRdqdRHCrQ3qrdtQ0vwbcmKOC++Gg0iZDSU91xtaUIIJWpZIJH2EMLhX0PL5+nrPLCg+7HjXH2IyxIoVK3DnnXd63LOmTp2KxYsX+9w8rRvvvfceli1bJtwlBQUF+P7773HJJZcEvc0+JTo6q70RKLRicFJhWiTdKZwgwuVOUWi0bkCl+YtO13E6DDDbskV9C+UK0mtYta/zyd2OBtSYuWgQreqHGFUdMlMaIlYwbGVRPkqbgy/6VWcpQjxyoKMpOszsbZqLeF0+4nWDwrrdUOt0+ErPVeJBvNNzvbvn7i8xHZL9DIcacKoAFgXrRcUN+zp5eXker++//3488MAD7epMce6kJd8dvt68ebPP7dLCwc9NmjSpNZzhmmuuwV133RX0NvuM6OAEQFUVinXDHW5DaUUfTneKgtlehNLmdzo0gLW6UppLYXN4BlpmxWb7tHL4xg6Tcy9MTqChKh1J0bFIidkLTRjT8TaVDUJBXejBoA3OYiSaUqGJDnf9Dqcok876HTp1+CbqcBcHo1WDPk7Fz+menssvKK9vit4vvvhCWDr8ccX4QyBBXhRGDBL7z3/+g6KiItE1+YknnsCJJ4Y/U0iyj8NbX1MSYEwFTAmAxcC+921/1JmB6AYgtgaIq2RBE+xPhNO9UlhY6FFMsKMqy4Eyf/58PPbYY3j55ZdFvAbj1m688UY8/PDDuPfeexFOtL3NnaJkp4RDcHAy4Q2fxb7GjBkTVncKsTnqUNL0uojF8IXTkY46s6bVleJOtDYejiCreVqdFahorkBlczTidXlIi61BtM7VHTZYdlb3x/rKMGWfqIB6WwNSHHFwqo0IJ1ZHnSgcNizhirClsEa6Iql7eq7ShJDXJDsg8/XBBx+Mo48+Wnzh8/Pzg9pHoEFe99xzjzCnvvHGG6Kv0I8//ogzzzxT+HbZ1FAi6RKHCqjNAWpzAVtHwlkFWKNdS0M6oB4MJJQBKYWANpCiiX2XcGavJLTElnUGM0/4YF1W5hnUz9dKB29vKCzoSrnqqqvE67Fjx4p4s6uvvhp33313UNvsiJ6p/dyBO4ULCYfgoNmaQTAUMkOGDAm74HA4LShpesN3aXNnNEzWwSg2VqLR6rtjZWYMi1SFZqVwwoR6604U1NaioDoXtU39EEyrmZL6bKwoKQppLO3Gpragpp51SxB26qybUGr6PWzb6+7W9ky3ZYr2m2++Kd777bffcNJJJ4kvdrC4B3lx2xQf3A+DvHzx3//+V5hOTz75ZAwaNAjXXnut+P3pp58OegyS/YiGVGDnwUBlfpvg0FiA+AogbReQuRXI2gKkFwCJpYC+JR6NQZwUKvxsVd6+VYCil6DX60W9qXnz5nnc4/iaoQUdzZfe90DFI8D5OZht9lpLR1elzIOB6mvdunWi7gL97eFu5uV0OkS1UbNjj9f7gNmUi3p7LayOjt0mMdpk2BHeqqMmexGKG4GypkQk6lOQIgJPu84iqW5MwZK9NXAGUMjMXxz6BqhaCoeFm72N3yFem484Xf+QthNMb55wQdcK98svc6C57u4EE+RFC6B7/j1h2u+iRYuCHodkP4nVKBvqslooxNQCyUVATE3n8RumWKAuG6jLdLlfqgYAxjQgZ6PLBbOP0hPZK7fccgsuu+wyHHTQQeLeQssnLRdK5smll14q6lLRxUqmT58uHlxo5VTcK7R+8H1FfHS1zV4vOrxrb4TLnUJzMn3UzE6h6Fi1alWHxcGCpdr8PRptqz3fdKahtNoGh65ri0FGbGJAzd8Cwe6sQ7WZixZx2gFIiWlGXFS5z3WN5ngsKrTC5jQhUtRY9yBT1x9WhFd4MEV3e8N/RXyHVh183xQlnbonRIdSAj3U6z6YIC+6XniToVtn8ODB4onl888/D/t3pc/iZBUO/thHHsVpYVCFGNRp0wFFowFzSxA+a11kbgdi6vz7fHQjEL3d5VopGwI0JQPmWGDPBJfwMPSSCmBhpieKg82YMUOUhrjvvvtEjNeECRMwd+7c1nsEMzjd73l0t/I+xJ+cP1mdm4Lj0Ucf9XubvVp0KLU3wnnDp3mIwaIUMzT3KBkBobS390W9ZSlqLD+1vnY6dLDY+6OSGR+6rveToE+HzdkdvVVsMNp2w1gP6NUZSI4yIEkEnromFbMtCgt362G2h79ZmzcMok0x0LoTXqFlcdRgp/FjDIm/NOiJuydFh9LWPhLl1bviueeeE+4YxnNw/xQefGLpyB2zX+FUIbN+pPhZlriRhUHQp7FroS4aC2d0PZzpO4ITHnYNsHcsYGHGHVwuE25LHcSxoVWj3wagNgsoHwzYKWbGAP3WuoTJPkZPlUGfPXu2WDoKHHWHHgFmwnAJdpv+ou6JYFGag4Mt9uULqi4GwCUmJopmbe4piOEUHc227Sg3fdiqPG22AahoikJlM10p/u0jpQe6mVoc5Shr3o1tVXoU1w2CsTkJi3alwGiNvOAgdqcFjRa1KPIUbmos61Bu+jPoz/ek6KBQZtxFqAQT5MUnmS+//FJYW1jmnRYRCiDGd+zXOFXIqB8BgyUFBmsyMutHuVI/+yp2DdTFYwBLLFT12VBVtlXmDGjGKxnZJjhSGbOxPTjB4U5SKZC7gdW6XJYYWlFoTZHs03TbnVaJ2ucSzuwUFmJav369yE5hAJ335NFZ75VAsDgqUNT4ukhdtVgS0GDKQVnTblgd/mdnJEVlweYMf3yDv7BSaK2lAOsqUmG0hjerpCuabFVwOnJDL5Ljgz2NX6PRVhT0NRQu8dtT7pVQgrwY10HfLt2cn332GU4//XTs74KDPVYUoq0J0Nm7/0EhbJjjXS6MFlR12VBVBCgsGfjJlFiSvBdIDWNTythaILvFBWjXuywf+6h7JdRlX0HdnbU3Vq5cKcpGhys7ZcmSJaitrRXV1Dp6oguHpcNia8Cumudhs1tgbOqPSpMRDdbAi1+xrHlPY7VloqSxALG6lG7fd7V5N/Sq4FJCO4NBsNvr/wu7I/DYlJ4KInV3r4QDBnkx/ZV1NzZt2iSyUbwDx9wDTZnZxRgOVh5cuHChqM/BY3H77bdjv8SJdoLDqbKjNHE9rN1QCThixNTCkcVJvW3WUtXl+C886FZhwCdhrQ1mpoSbuGpXICphYGlT1518+6J7JdRlX0HbnaXM6TcKh9WB7hRaN/iExqJGnU0aNDsrqbjB0NjYgF21z8Ls0MKkjoU1SEtFanQubM7wpqUGisOpRomRx8KJeutuxOuy0NBBSm+kKG/ag/SYdNhQEdbtmh2VWLX3TaRjOlJTUv22IPSk6FAsHeEg0MAxNjxk0BhFB4UP02WZRstqqfsdHQmOhA37Rnv6uCo4M7dAVTbcVTejRXgQJ1Nau7JyKL1K6FKJlKeJLpv6dJe1ozrP/+BUSZ9D252lzEMVHfwsfc+0lrB4iT9Rs6FYOsoryrGz8kPYY52wqqtCkpvxUTbYeliuNpgGosnmdpNhNHs3Q6tEvdmC2KioDouqBYsjZheqapZj1wpXjIPSfI0/vdND9zXREWjg2OTJk4Vrsit+//13UeWUKbn83rGK6hlnnBG2Me8uqMM9/zcftdUmxMXr8fBzkzFkhKcVzuFwYs3yMpQVGaFSq/D+4l/wt3tHon++64n47RdW4+uPt0Kn10AfpcEdjxyBsRP97HrpBNIbhiPG4qqRYqy3YOmiPXj1209R2VSBe5+ZjEHD24/n+YeXYMmCQmg0aiQmR+HOJ45GXn4ilswvxEtzlrWuW1PZjJQMA9794eygjs+2bXW48vL5qKwyITFRjzffmozRo9uP585/LMWPPxXCZnPgiCOy8OJLk6DXa7BrVwNGDPsQY8amYHT/YTjj0BNw/Al5SEjQu4SHyglnWidtD+pbjmNsNRDVKMZz2WXzUVnpGs877/gez+23L8Xcua7xHHlkFl55xTUesmePEddfvwhbt9ZBo1Hh2mtH4YYbxrisHaz7QVcOa39oLV0en4LtdbjxmvmoqTIhPkGPZ1+djOEjPcfjdDixYlkZSooaxdj+LF2C2x4eKcazaUM17rp1ESormqHVqjHhwHQ89vQkGAzhmxp7qrV9byVid1u6U2jhUPzl/MmJIFjRwRs03SlseEN3ir9pOsHsk4Jpy7Z1WF/yP5jiC2ANoNuqL9IN/WFzhrvle2DYbOkobfQ0jTbZKpASFX53R1eY7HWw2zIi8kVyJC/HQYcPFSnTrDvB9C/WquC1w3bNtAYoadq9QXT09g6zHCNLqrPEeiR46O8Lcc7FI/DNnzNw+ezxuPfGBe3WWbawCFXlTZg6fRCOnz4IEw7OwvOP/SX+tnl9JT56ZyPen3smPpl3Ni64YjTm3PVHQIIj1txWc2L54kJUJG3EPz+ZhEuuG4+Hb2k/noU/7cba5aV478dz8L+fz8FBR+bi1Sdd4znsmDz898ezW5fhY9Mw7YyhQR+f669diKtmjcDGTTNw29/H46or24/n329vxqpVlVj211lYt/48qNUqvPD8+ta/x8frsHzF2fjPF2Nx1vU2JCS0BWuqanOhqhzoe+fmGMDaEs+S4Eq7/9vfFuLqq0dg69YZ+Mc/xmPmzPbjeeutzVi5shIrV56FTZtc43nuufWt99Yzz/wJl146DFu2zMDGjefhvPMGeexDwJLqfvCPmxbi4stHYNGqGbj+5vG46Zr24/n2ywIhSk4+LR+nnTUYapUKb77iGk9UlAaPPnUkFq6YgV/+PBtNTTa89C+vcgghIt0r3WTp4I2cF5i7iTtY0cEnLLpT2Oxm2LBhAXcEDcTS0WxuwKodn8AauwEaQ3jK9Mbom2DvwavG6VSh1OiqbeFNo60UGlU07BGs1eGLWkshMmIGwYYwlV5vwQErChr/h1FJNwoLB7MxaHFj7A978LABG4OZWUqYf+c12RMpq31FdLBSKpdIUFXRjI1rKvDaRyeL18efmi8Ew56dda1WDMLTw6+ww+4UE0ZToxWZOS4LEc8dn6abm6yIidWhoc7c+reuSG8Y5iE4zCYbjLU2zDh+OlQVKlxx8CRkT9+G9B0DEJvQVuY7OmM8+p99JAZWDBBPxzNGDIVjODCwwvNByNRkw8yJaTjh5CGIqmi71dbG7EFtrG83rapsKFQNru2Ymm245LB0XHr4MKi2q3DuuEmwnLgNxhUDkJDYNp7RuiF46m9aRO9xWWvuOmcCVq6ogHr7IGQ0WPGvawdBvZ2uFd+oavu5LB6pXm0ZTG7dj2OrUV7ejOXLK/DTT67zdfbZ+Zg9+w9s316HIUPazteaNVWYOjW31bJx0kl5eOCBFfj738dj3rwiMdGfe25bTElmZktWDMuiRxlddUDEvkvQGbROrFlVgQ++dI3nlNPzcfdtf2DnjjrkD24bz7atNRhzYCzUGtf3/IijcvDgI/Nw3Y3jMcht3LRaTZiYji0bI1NDSRJh0cGbgffNnO4VVkL0FwoUBsUx9Y9PW756SIRLdDicNuyo+AVFTfOgSgif2T8rNh92Z/BdW8NBcXkqjBrfMRQ2ZzMSo/JRLbrfdi/lTTuRGZMNaxc3l0Bptpdhj/FL5MefJ16zIi1TRLko8QwUIGzAphTWYo0XumK4MI21O4QIA0m5v30Jfr/dv+PerbjdKSs2Ii0zRkzchMc8OzcOJUVGD9Fx8KRclDTH4JtPtkGnU2P1X2V49O1Dxd+Gj07FxVePxUmHfICEpGjo9Wr8+8vT/BprrNmz7Hxzow3RBq1w4bgGBMTEaIWgcRcdWf3iUVHWhB8+2watTi1M8ZOObwm2dGNPQS0yc+MQFR3cbdZotIn9u48nLlYLo9HqITrS0qKxeVOtcHNotCoUFNSjQcRuuaAo++qLnXA4gYED4jDhgLS2bbagMqa1Fx1K1guLgKkdKCw0Ijvb83z17x8n3CXuouPAA9Px2mubMHs2rY1afPzxDuHmIRs31iI9PRrnn/8Ltmypw8CB8Xj66cMwaFBLP5HoFtHhlnHTEcV7jcjwun5y+8WhaK/RQ3QMH5WCvXuMwu3C4/Pz3N0o3NM+Vodi9v3/bMZdDwRfHdgX0r3SjaLDm0AsHbwhcyKgaKA7habyYOgqZVaUNG9ajh3V38CmqoMqjEeENQ2jtLU9auWw2ZJh1HSu3OssuxCjTRVprd2LEzWmeiRExcKhCm9RoArzMsRohiIzpn3zMsZ3sBcPF1rR2LmRVo+qqiphCaE4VmJB+DNcnRx9ZWD17x9aGffeBssqP/jgg2Hd5vZN1bDVJuHUc4ZAp9NgnTkTD9++EHNemoK9u+sx7/ud+Hbx+cjIisUHb63H7X/7Bf/5uuvUX4fKDnVrN1T/qalqRn2dGSee5RrPhlVlWLOsBAcemdu2khPYvaMO4w4KrFpjMAwbliSEyLff7oZWo0JObiyK9rruvxQtF140VIgps8mOX+cVYd26aowb7+W+8NWtWumpog/MCjpz5jDs3t2AyZO/EaKDVo+ffipqFUC//lqMJUtOFyLp1Vc34rzzfsHy5We5Pqxr2VeHDeQC5+Tp+Sj4KRY//eA6Pv0HJECr8TzvFosd18ych8lT+uGk6fn7RHGw3kq3ViT1V3QUFxeLDpy8IQ8dOjQknzv36cvSQddPlWk9dtZ9gyZbaUSisrPjaOUIr/sgUHVc3siAza6OudPVMbIHsDgaYbFlQ6NtFGb0cFHbNBDXf/st5s4YhlRDx09NvA5oCeG1xoXXJ5/OaQnZu3evsLQx2FMRIczuoCjpjYGkvQGm5TJ9V4HHkm5RX2TmxKGyrElMRHxa5bmglYPWDnd+nbsT5xw0RgSKkqmn5uO/5y8Vv//y3U4MHZkiBAc5/fzhmHP3n7Ba7K3rd0Rp4gZk1Y2BuqVonSFWi/qGZlRH7YZKfNSJzxbMR86kQ6GJaTtPny/YIKwqxiTXVKDOb8B/n/wLg46f0rrO9s1V+G7pWkycMRk1DEJ3w6TrODPDGVfVOvFq1GZ8+uvvOHOWWpj+eXw+mz8fB518KJwpntfNAccDB7SE6P3++3asL90DZ0qUuK1RMnOknMbjB1aiuBCeokNrbkmr9ULJWmkRJHl5cSgp8TxftHLQ2uH9wPnAAweJhXz44XaMHp0sfue6BxyQ2hp8esklQ3HddYtgtTqEFatV/Cj77oScfnEo97p+aOWgtcN7POMOSBcLaVy5GsNGusZDuG8KjoysGDz85BFd7lfSx0SHexBfJNwp/rhXas3bhdiot0TOpaCCBlpNhTBp9hRNlnzRhdYfzKiE2pQIR3T3p6rVW0uQrh0EexjiO9SIxWcbk/HqClfQ7IOLvsPzx7vcLL7wDiRVsl64sDQ440HohqEI2bZtm3DNMB5EccXEx8cHLYr3RdFBq5C/lqHUdANGjk3Dd59uE2Lh5293YtSwXOTnZcKOtqfrrJw4lJc2Ydgop/DLL1tY3Jrh0m9AApbOrYa5QYWoeCd+/3kPBgxO7FJwEIvOiLIW4aFyaoQbJCMjHttXNCHjmGr8+v0OrC1ZB92goahDdevnytS78MVXhZhwlkbs55NfVmNnczHqYtsCRl9691dkDY1HQ3yAafKx1XAyU4SVxlOACsc2vPe9CpdeNhyffVaAzZXrkD16KJxu4zGZbGhutiM5OUpkldz88HdiwnemFIo4DL7PCd3cDBRuicWw/gZPwZG7roOGa55PARkZBkycmIb33tuGmTM5np3o1y/Ww7XiazyPP74GDz98UGt8BzNbiooakZsbi++/L8TIkckuwREgaekGjB2fhs8+2oYZFw3Hd1/txOjhuRjcPxMOt+vHbLZBZ7aLzCZae/7z5iZcd9N48TcKlntuWImczGQ8/MxBEXGrSvdKD7pXOkuZpTtl9erVYp0jjzyywxTHUNwrDZZC7Kz7FjXmTYg0uXH5cDi3o6ewOxJQZAyscmBUnAMmmyYiHWe7oqK5AJkx/WBF8NUOTZb++L8fKrC7vm0b/12/DBePPgSH5PiO0O8qe4VWEIpfRQAzCFWJB6Fbhk9X7qm5gcSD0L3S2wNJI829/zwK9944H28+vxp5WWl489GbkFJtwO3PvoYDJifj2GkDccrZQ1H8sw4/f1sgMiFW/1WKe56YJD5/4vGjMdpxLP58tRT/+e1z2NVWPPFym8WhK1iHgwXAFOEx4dBsrFxcjK8faMKXy9finqePEes9+vcFOOr4ATj6hIE457LR2LW9FhdP+0w8YVM8/WPOUa3bZNrt/B92icyWUHnplaNw1RXz8fjjq0XWyRtvusbzt6sX4NTpAzB9+kDU1Vkw9bhvxbFhSijTT/k38scfpXjwgeUwROlx4dFn4pCx2TjggJZYFo0FjhwKjg7cJy19mtytDq+9dhRmzpyPxx5zjeff/3aN56qrFuC00wbgtNNc4znmmLbx3HjjGExvGU9srA6vvnoUTjllrvjuMO32ww+P82Fd8e8e9MRzR+Hma+bjhadWo39OGt557CbElhtw279ew2FTkjHt5IFoNFrxx3d8CBEt/HD2eUNwwknZ4vPzvqrEhKSjYYgHzpz6GYymJhx8aCbmPOO6vsKBdK94onLyzEewqZs79JnTbcLOlu4wrZE1AwYMGIAhQ4aENYWRk8OajX8gY0QlKppXojvQqvTIjufk3XVr+UjAM1rakIM6SxBVU/WDUGXqGZeQVhWNJIMeDnQcfOgLNaIwf2c2Hl3ku1ri2PQc/HrhjdCq2z/97tq1S1gcmGIbKPzqNDQ0tFpC6urqhEhxjwdhifKOYKwS4x/OOqvFn90L4cMA21wTtr1mZ9pjjz1W/G/+xKPQvcKeSH9umynqcHSExh6FtKpx0DhcVhK72ozKlLWwa83QWxKRVj22dd2K1NWw6ozQWmPE+2qnKwXUpmkWn3FoOs86a/Lx5yhrfKvwaF1PX4XyhM0Rb/g20TX/RQ5HS/8V92wUCo7ctR3Ga+h4GMoGu1rR6xuBgavQLbAMei332QQMbLtfl3RRo01li0Jc2Tio7K7rx6kxw5i5Fk6tGRpTImLL266fxszVsEcZobbEiPdVDtf149A2o5Gf6eT6aai3YHi/d8R3nRZPf679p36dCUNcaDEqzUYLbpvi3357Oz0a00FXC90p5eXlooKikl0QLsz2WhRZvgH6r0BFc/dpxbSoLDjD3Mo9EJotA0VwaDDUW/YgSp0AsyOwiT8c2JwmNFsSEKUzuppA+YHdnoO//2LE2vKO/991FcV4e81iXH1A+6eXUOp00KLBGwAXCmZe27wpUIDQCkIhTUuGIkAYD8LvgCJYKHbonunNLF++XIgMBSVe47LLLsM777wTtv04VDY41NZW0cGfadXjhIjwhdZmQFpNm+AQ21Bb4PTzCbkriwdhhdKM+uEtwgN9E4ca6uLRPgTHuq4DRKNayr9bY1xN77qj2y5rg4h9BxZY7lTb4FRbW0UHf1KEUHj4Qm01eAgOsQ2NRVSilUSWbq2KRNeJEtPBJ0QWbKKJme6UcAoOu8OKHbU/Yl3FO6i2roeqG1tTqx06qDU9V+7cYY9DkTH4FFQHbIjR9Vwp7EZbOdTO9umH3qigxdqSQTjl/WKsLe9aID3y51yUNzb4FB2KEAgVbofigta6gw8+GJMmTRJihNf8li1bRHVP9h+ideWvv/4SVoRwxHSwcNfAgQOFS/LQQw/FsmVtFTF98eyzz4r2AcwIY5DnzTffLGJVfHHMMccIgeS9hFNwEIqFypR1sGrbJhshPGrGQmuLai84aOFwmzAsujpUJW+A00+x2rHw2OAx8bDbrN7eh+NumhMBU4IPweGHFZa9VggFh9LwLZKwz4syVtbrCAS1HcbMdXDo2q4fl/AYC7XX9aO2GRBb5ik47FF1aEzfIFKDw40sDtZNoqOzlFk+BVJwsKoob87hit8gdeY9+LP4KWyt+U7ECTRaTWhqNMDUkAyNIwdaVWJEg3JiHfFQa3pGLfP/qmhKht0ZWp2ReuseJOhcvRl6gkrTTujQsfBQOdPx6IIE/P2XAr+/jA0WE+5b+G279yNZkZSuFV7jI0eOFN1eKQj4mm7Gs88+u7VXyiuvvCLeC4aPPvpIWB/uv/9+IWgYgD1t2jRhPfTF+++/jzvuuEOsTyvjW2+9JbZx1113oadRhIfNXXjYo5FUP8RjveS6oVA72szVFl29S3CEYcIw6+pFzxUKDxbTY6CpxW08fY7YGjgztgYuOJSJX9NSirwhvFZon7DZGwWO0gQuUNR2NGZ4C49oGKo9rx9D1VCo3K4fu74+YoKDyC6zPWjpUMJHWI6a/uFQ02HdcTjt2FbzAxYXPwOj1etJX98MR3QNGuzFqLfUweFMQJR6IGK1gxGlTgvbCaVfOiGpFj2F2ToANebCsGzLAbOoM9JTVDQXQwvvwlkq7KoehNM+rMSCPYHflD7atAJ/7N3h8V53lUGnCGeQKZsUsg29EidBt+Inn3zSoUjoCsZYzJo1S3STHTVqFF599VWxn7ffftvn+n/++aewLF544YXCOnLCCSfgggsu6NI60l3QTF7hJTza36baXlt0DWETHApmvUt4lCVuhEnf9xuPORPK4czcHJjgIPz6J1S0iQ5rZOrVCHgPrsltEzuBjNN9MxpbO+HR2fVj1zegMSNygkPSg6KD7hQ2jSK0bqSlpYVv25YSLC5+Gttrf/BZ6tsbs70eNeZdqGjegRpzJayOaOjU/RGjHYxoTRbvfEGNIz2Glf565uJ1OGJQZAxu4vJFs70KyT3Ql0XB4bSiwUyJ7zKBqpGMV5al42/fFcAUQue82379HFa3uKKe6r3C3kTkH//4B3799VdhDQlmG/xOTZ06tfU9/i98zX4zHQWv8jOKyGCX2e+//150me0tUHi4LB6dt5S3CsGxPug4jq6Eh0nfcw8Q4cYZXxncRM4mbHRZ0QJR0Va6POywm62lJZ4jJbQHpzbh0fn14xIc6/3OlAl6PNK90r0ps7RusMgSu8PyyUqp+BgOWE10Z91v2FrzbUhpnjaHSbhlFNTQIlafhSiNAU6nGWZ7ORzovONhjDYJWn3g2SLhoqopDVZHeINXjbZiaNUG2Bw9k4XTbK9BtKM/KpvUmP3DXtSaO67x4i+bq8rw+upFuP7AyT0qOhhESkKJ6VBKuHs3P+Rrft98QQsHP8d4E343GW9yzTXX9Ar3ijsOCo/kdS0xHS2TkRtWrRGVERIcEjfY6TW5GKju52rCVpsFJJWGdx+mOEBpOhddD7BAWogowoPBomoGwnph1xu7RXC0jmdfUg0hEtG7LW9oa9euFUWVJk6cKNwpoba3V2i0lmNJyXPYUvNV2OtKMJiywVKMyuYdqDLthdFqhQoZMGgGI0Y7EBpV+4kiIzape6K7fWCy5qHKFP5sGTaBS9BnoSepbnbgwQVNYREcCo8v/gnFxroeFR0MoOZ3IVIl1juCLe4fe+wxvPzyyyIG5PPPP8d3332Hhx9+GL0Npr5SeNg0Te0FR8o6KTi6C/ZkYQqrktLa4F8HWL+wGICi0S7rMi0qWdvClinE1Fdh8fCymDl0FBzruk1wSLrJ0kFhQRMvg0TpQ1Zurl1VJfXHurGnYRE2V38lTPDdg1OIHC4KanssEmPSoVGroFXZYHXsCmsZb39xOKJQ3BC5rohMvY3VpqPR5rthXERxAv9aVINoZ3gLaBmtZtyz4Bu8fcrFPSY6lMyVUPZNFyW/T6zg6w5fZ2X5Fov33nsvLrnkElx11VXi9dixY4XV5eqrr8bdd9/dI8eiS+GRsk5kq2jtMSK7pTJFWji6FT5M5W4A9oyniQAoGQnYClwWkFBoSgSKR7JAhuvLnr056FiOToVH5jqRraK2xYhYj+60cIgxyOJg3SM6eDNkwSXWKAhHe3vSbKvGuor3UWVqicbuQRyaRtSam5EWk48GWxmMRj10SITD7ERqcgI0bGCmqoJKFb4ndF/UNGfD4giuJod/OKHxUVSrO7DYBmBJ+W7Eaa3QQgVbGL96X2xdjcvGHoo4u71HRUeo2TEMSp03bx7OOOMM8R5FFF/Pnj27QwuL9//rXjukN0LhUZ7ePYX9JB3AMun9NrisEmzGxviOxmQgc3sHJdQ7waF2uVMYx0Fo4cjcGlzGip/Cw5jTc9ePLIPejcXBUlNT293IgnGviLgQ4xJsqvo85HTQcJEc1R9OVQOM1rZsCDsqRFelksbKlndUMGhTEa2JR5RGIxo4qVQ1UIWpo6rFmoOK5kgKDheNtlIkRzEzxqv1dQRRQY1/LXW5QIw2Cw7NHoDlpeHd/99//Rz/Gjm5x9wr4ajRwXRZFuo66KCDcMghh4gaHLRcMJuFXHrppSJjht1fyfTp00XGC7PHmMLLLBpaP/h+uOqVSPZRWLCr/2qgaJSr/XxTMrDrQCCx1BVw2pX4YB2O+kygOg+wt9TIYEouLRwx3V+MULIPig5aOLxFR6CWDpOtDusrP0RF8wb0BmJ0KYjVxcJo9SeGwolmW5VY3NGp4xCjTYZeo4dObYPNWgWd3ohA5j6bTY3dNbXdln9ksldBo9LB3k0urQbzAKwobWtW1xyCS64jttVU4LO9W3DXYM88/u5AafYWaoOpGTNmtNb7KC0tFSm4c+fObQ0u3bNnj4eouueee8Q++ZPtB1iUj4Lj0UcfDfl/kuwngaUUHhQOXBiLQYsFF0MdEFPXUt/D6nLL2LWurBQWKaNlxD0zML4CyNgBaCJrDe5ppHulB8ugBxrTUWJciQ1VH8Pq6Dz1qTvQqqKQYuiHButOGK2hmQGtDiPqLJ4V91QWLWJ0aYjWxECrokuDZvBqqFS+J/napn6wq7uv1LrFYURSVPf0ZWH20BN/VLQrZZ4TF49SH1VFQ+H9vRtxRdPRSEP4Urj9da+Eq9kbXSkduVMYOOptaWRhMC4SSVBQJ6cWAgnlQFV/oCHDlVJLYcGlK2JqXcGphvB+l3sr0r3Sw6LDH/eKxW4UYqO0cTV6HCeQFjMIZkcpGtxcKeHfjQ2N1lI0emmMKHUSorUsZqaFRmOB3VoBhyoBlZbu7+1SZ9mNaE0STPbI1i+oaOyPLdWe4sYJJ/KT0sMuOswOOx756xd82H8WutvSwSJe+ws06PREoLUvorv9rtc53t/53kC8P+dKYwYytgEpu0TxMFVjqsvt4taV1oVT9HFxxlS7hIoSLBpASaNkA3oFXfQS9Im0dHSze8Wbrtwr7JuyvfZHNFrKoULPtFlXiNWkI0rHmIae6bpKzI5amC1tk7zKnIDEeBNy42PE8QE04qf4XUXTpRoOO+sv2GG12mGzMTtDI8SeVquDRqtz+yK4+mjwBX93OB2tP8Xv/MkEYocNjTaOwQ6DNj6iokOjisIjC31HxRfUVgnFH+7J68c9W/Dzzk04Pj/wAl2hiI79va29v+issUisH9z6uiZxG+zanqkd0xtRmWOhr2o7Ppb0bXDquvH4aK0ik8XJbBbeWNjrhDEbtH7QdaI1Aep9adqU9Dn3SmeiQ6PWYVTq2a2lzRkPUVa7AwV710JtaIY+ziyagkUyXZb1+lNiM9Bk34PmXpSZlxY9CCZdgUuG+foOK+9xUtYBOi5ef27n2OK6LZO44m11f07hJG+zDxQ9a+qtu1FvLUSiPhd1lsg0tdtdm4sio2+Rx9oa49JzsKEy/EXYbpr7ET4/4WJkp2eIzq+hxlp0hRQd/qNyaKG3tDUtUzs1Pfgo0juPj9rs1tStnaWhOwfTkukSaEbLPox0r/ShmA5mMFSXmrFjsxGDBk3FoEGDWoJTHSJ91mgthdFS6vHT7uy8cminOFSIUWVCFV0pBEdvQasyICkqBWZHQfebqJ2DUGkqEJYUvSoJFmctbM4m0ZeFVpFwolXF4NFFnZdANlBJRYBikxGvr1+C05LyROAlu8UqSyQKeCmBpBKJZN9Gio4edq/QzG82d62CaQ3ZsGGDKNnMaqZMv23brloEXXLJiBnT+j7FCE3/3kKkrrkITnXnlhGNORmGWAvsqtJe5T+L12ZCq2mC2REZy0JnqBz9UNLkyiARbi6VE06HCiZ7DZKjB6E6zEGlmyqyUNXc+TbXlBcjTqeH0RqCuOyA93evx/VHT0OKSofq6mqR3cFOrBQHFB+8BhMTE8OSWkrREc7+QxJJr4K1OOheYRGu3hDL09vGsx/T69wryg159erVYl02qGJVU3+gGDFoU8SSjlGt769avQqxiVqkZOnbCRLYtNA4nVDF1fQ6k21q1CBYnLtgc3Z/E7nmxljU2ks8fLFmRx1itFlosvPY7YVOHQurIzw1R7SqBDz2R9c1R0w2Kybm5mNpcVs6bbgw2W24c8HX+PD0K5CUlCQsa1arFTU1NaL1PAUIX/NvihUk2LRXXuP5+T3XUE8iCRu8RTQluQJJTQmu0uatqbFOl6slugHOmBogrjLyHV0Z99XsGo/KlACV+3iYxqs1wxndAEdMDZyxkR9PTwWSvvTSS/jnP/8pUunHjx+PF154QdTy8cUxxxyDBQsWtHufjSDZJoHMnDkT//nPfzz+Pm3aNJGi36fdKyzhvG7dOlHQaPjw4WEp3MSKmhpHDNIMg5FmGC7eM5lMWLVqFRyaBuQO1aLBvh015q1whOKeCWMwZXJUhnCn9AjOODRxHvVRKpiCQ4s02J2VSNTloNocHtGxvCgFjVb/CgTVmCKXQv3Tzk34oWADTh7ssqDpdDpkZGSIhUG3LOpFKwgXdmjl391dMXzdncXBJJIew6EC6nKgqs11VSn1iQqwRotF1ZAOVAwG4svgZCdZBqCGeTzq+hyoOxsPrR0cizUaGo5HPRiO+DI4kiMwnh50r3z00UeicOCrr74qigCyaCAFwpYtW8S9zBv2YFI6XxM+ZFGonHvuuR7rnXjiifj3v//d+joY13OPuFd8WTpYvnnr1q0oLCwU/SA66h0RDusKJwxaUnjwR448pMVcPkUEp9aaC1Bt2ohq0yY02cLcTdEP4nTp0KmtMDtCa+8cLE6nFg3mGFgcbX1mvLE5qmG1aVGHXYhWpcLkDK0rpE6VjCeX+F9ZdVNVGfITk7GnPjI9Z+6Y/xWO6T8MMTp9u+uZQoFLXl6euKbq6urE9bR7927hDmQQquKKSUhI6FA0h6MMukTSYxhToaKAcJ/cWV3UUAdndKPrdz6fO3RQieJgtIDEuIJcKVTqs1zCg5N9GNwdKmMqNJXtx+PkeKIa4eR4VE6omFVjiYHa1DYedV0O1PVZQngI8bEPuF+eeeYZzJo1q7UyMcUHLRZvv/027rjjjnbr857lzocffihS+r1FB0VGqHNzr3Cv0OqwZs0aYbo+/PDDwx7Vzxs/RQ2fVDk5sOvtiBEjxMThsZ5Kh5To4WIBzoTJVi3ER5VpI2rNWyNegp3ZKRbHHticPVOhj2rabM1Go60LwaN2IFpPYWKEym7xTHcJgt92xsPmCExA5MRHTnQU1tfgmWXzcM+RJ3V5LSsWDsJYJcUKQmsdrzn2HlLWca/LQUuHzF6R9DkcaqjKh4q6HK3E1MKZVATQfeJjwm59SDfHQlWXDdRlCneHqmoAYEyDM3tj8NkuDjU05UOhMraNxxlTC0dSEZyG9uNRxiIcKuZYqOuyoW5wjUddPQCqxjTYs0IYT4TdK/X19e1EgLe1gRaLFStW4M477/SYA6dOnSqasPrDW2+9hfPPP7/dgxGLDfJhnfe1KVOm4JFHHvGIt/SHbm864cvq8Oeff8JgMOCwww6LyI2YB5wuHU4EO3fuFH0qvAWHL6K1KciJOxJj02bhyJw5GJ82G3lxxyFWmx3e8al0yDAMFO4UFgnrKRyOQaix+GdhscOIKHUqHLoGJOr6B71PrSodLywPPFNoS1UZ1BF8JHlhxXxsrwmssy6//NnZ2aLR4aRJk0QANANPy8vLsXTpUnGd07z5008/CQtJOK51+m0HDhwo4p5oRl22bFmH69JvS2uN93LKKaeEPA7JfoBNB9XecW2CQ9cMZ+46OHPXA7G+BYcHtDhkbIdz4HKXQFGESOEEoDk+qPFoisa1CQ5dM+y562DPWe+KH/FjPI6M7bD1X+5av6XmiXbvBKhMQYynC9ER6kI4b/GeoixKTyV3mHzBOVZphaDA14zv6AreQ9avX9/aidrdtfLuu++KhpJPPPGEiAE56aSTAu6l1iPuFQoAWh0oAHbs2CFiN3gwI1UbgU+cjBXhTZ6BqcH4odQqLZKjh4llME6HyVaDavMmYQmpMW2B3WkKamwx2lQYtECzPfKN2zrFORDlXWSOeGNDFRz2BJjV7MuiDypd+evNUUE9BVQ2N2JiZj+sKd+LSGCx23H7r1/gs7NmBXVd8jN0tXAZMGCA+GIqAalsIU9XIhut8cvNhm3+iODu8ttKWnz/SuChRDRrUxWNdbkkSGIpnGk7giv6pTPDmbsBqM1yuWjsOqiKx8DZb62rqZyf49EUj3W5bniPTyiFI4Tx2HM2QFWX5XLR2HXQFI+BLTeA8XQThYWFwm2rEIl0flo5GOLgHXRKy4cC/z5u3DgMHjxYWD+OO+643m3poOhgECebUfEf69+/f8QEB1UfTxQD/A4++OCwnaRobTJyYo/AqOTLkVp/Kex7jkSa5kg4AlDsKVEDoVPXw+IILSYiVFTObJQ2BleXRKNpgtFsRlJUvyD2m4V31gUvGtSiAmvk+G3PVny1bW3YrnumyFJg80mC5kk2WqNbkZaQUP22o0aNEuKDLhz6bX1BFw/9scry888/+/Tb7vc4VUitHYm02lFt4mN/htkgpSNbBYczdZewWIRcZTSp1CU+2NreQVEzWlgv/BmPpnRkm+BI3SUsFqGOx5lYCnt223i0xX6Ox89A0lAXQsHhvviaz3if4f2GD9ru8HVX8RjMqmM8x5VXXomuYHYf98VO1YHQ7aKjublZWB640OpAE1EkoCWF2QUUNzQr8Ykz3C3MFd9ZdVUtDp8wHWOyZ8Cy4yhMSLoLw5MvRLphAjQqg8+iZxkxg2B17oIDPdt4QeVMRnlTLYufB/V5uoMMuijRCM6gSQ7os68v8Wx6Fyiry/ciOTqy/UvuXvA1jJbwx/Iw/uPCCy/EJ598ggMPPDDoa49+2nD7bfdrhOAYAYM5BdHmZCk8SF2OSIklzuS9QEoYrYuMB8na7PrdrndZPrqAgZ9MiSWOpL1wcExhgvEgdrfxCMtHL3Kv+INerxf3FLpBFDjf8jVjJjuD9yPemy6++OIu97N3715hLaVLudeKDg6SIoDQrMuDEwloSeETpGJJ4VNloH6nrmD2wZIlS4SiZCyKEiRIi41OFY/s2MMwOvUKHJnzGCak34j+8ScgTtdPNExLNaShuQf7ubQRjRoTYHOG1qfBDpog4xGl9V8AOB15+LkoNNFhczgwIiV8WU4dlV5/csnPYd0mr8VQA0kj5bfdr2kVHG2BcSy/rrX1km5jPeVWYcAniW4AUiPgBo6rdgWiEmMa0NTJg6hdIwI+iai1EYHxOGOrRSAqURnToPKnc243WTr8hW7XN954Q9TVYH2ha6+9VlgxlGyWSy+91CPQ1P1B5IwzzmgXHMr57u9//7uY83bt2iUEzOmnn44hQ4YIl26vi+ngzZH/OM07BxxwgHhCo/KKBDywFDYUNLSk8CcPWDj3R3P42rVrha+eB93dNcSnTdFETXmt0iAparBYBiWeCou9HkbrNjRYtqHesqXHXCtOpwpNlmQ0swBYGFCrG1DeaEV6TD/UWbp+8nh9ZXgaUhU31kWkCZw7r6z6HReMOggj07LCdo2Snsxe6chvu9/iBFLrPAWHQ2VHZfJ62HSRqwvTJ6wcLb1chEslUt8zigcGhNr0UNXkwRlT16GVQxmPPT1y43Gk7IK6ZTzqmjzYDb7H01uZMWMGKioqcN9994mHkAkTJogiXspDCh/IvS3/jAVbtGiRCHT3hg/XnPMoYmpra5GTk4MTTjgBDz/8cMAhC9rucKdQBHBiVqqL8vdwWx7cxUC/fv0wbNiw1oOqpMyGy2XDpaNaIq7eMB3LUr0mASmaA5ES7TKpm+1VqDdvQYN1qxAiNmd4W7f7wtXEbQDqreF9SjDobagx1UIt+ph3fAystgGYt2t3WPbJzrPDU9IDzjQJ1KLy998+xzfnXBuW2CNFdITi1giH3/ahhx7qdD1GxjP4dPPmzSK7jN9fRq0zLiVc7C6ow903zEdttQlxCXo88txkDBnhWTPA4XRi9fIylBUbxfF/f/EvuOa+keif73oCfeuF1fj6463Q6TSIitLgjkePwNiJ7QNpO8QJpFBwmFLR0GDB8j+K0dBowsdLvsNV9wzFkOFe43E48cyDS/Dnb4XQaNVITI7CfU8d3Tqef7+4Gt98vBVavWs8tz9yBMYeEMB43NixvQ7XXjUf1VUmJCTo8dIbkzFyVPvj89fSMhTtbRT3niWlS3DXnJHQ6zXYvasel134C+yi87QDw4cn4dmXjkZSsn8Thaq+Zdyx1SKoctu2Olx++XxUVZqQmKjHW29PxujR7Y/PP/6xFD/9WCj2ecQRWXjp5UliPGTPHiNumL1IbEujUeFv14zC7NljhLVDVZnvcuWw3oa2fWC6uiGj1RrB8WzfVoerrpiPqpbj88ZbkzHKx3juumMpfv7JNZ7DD8/C8y+5xrN7VwNGDf8QY8a0feaDj4/HoMEJwtqhrsyHqpPx9OaKpLNnzxaLLxj86Q2/1x3NXfz+//jjjwgHEXWvUFjQHMOy0Yyu58B50/CnFHog8EAxmIUuFaYrsgaHu4rj/kIVHRwvt8+gVP4vHd3YAxU4enUKUqIORV7MRRiZeD+GJ9yO3JgzkaAbA7XKv/LvAePMR6UpAmZJ2KDR2ODsxDzKeJZ/LQ3vU0OqIfIWgz/2FuDTLS7XYKjQtUILXChBzd3ht2VK3PXXXy++www6ZR0dPt0ooikcPHTbQpxzyQh8u3gGrpg9Hvfc2L4U89Lfi1BV3oTjTx2EE6YPwoSDs/DcY3+Jv21eX4mP3tmID+aeiU9/PRvnXzkaj935R4CCYzhiTK4+OCuXlKD/kHgcNsuC42ak4z4f45n/426s/qsUH807B5/8eg4OnZSLF+a0jefjdzbivR/OxMe/nI3zLx+Nx+8KYDxe3Dx7IWZeOQLL183AjbeOx/Wz2o/nq88LhCg57Yx8nHn2YKjVKrz64nrxt6zsWPww7zQsXHo2Fq84V7x+/JEV/u3cHANYXa4lZ7wr2Pnaaxdi1lUjsGnzDPz97+Nx5RXtx/P2W5uxalUl/lp+FtZvOE+M5/nn17feq885+ydccskwbNw0A+vWn4dzzx3k+mDLPgTG1E7H42hZd/Z1C3HlVSOwbuMM3Pr38Zh1ZfvxvPP2ZqxeVYnFy87C6nWu8bz4gms8YrfxOixdcXbrQsEh9hHXNh41S7z3IfdKbyaiokOJd2BkvbcI8LfTbFfwRkhLCptzcV++glq471BEDq01rLPAGzVv6O4pS4FaOtzhehyXMjYeF4MuG+mGozEo4UqMTX4EQxNuQob+RDiaMuEMQ8tqlSMPpU2RS89VqUxo1jRCr/YtBIzm/lheUhvWfa4uLYS2G8oI3rvgG9SZQ3cL0d3HGKBQrSbh9tt6Q3Ms+y1QyDMG65133hFmWbpHw0FVRTM2rKnAqecMFa+PPzUfpUVG7NnpKUp5mKjj+bTOb1ZzkxWZ2S4rEY+hzepAU6MrILuhzozMnNgABYerzoPJZEN5WQNiJu6FRV+PqafkC+uKr/FYLA5YzK7Uf6PR4jkem0OMUYyn3tz6t0CpKG/G6pUVOO8C1/E57cx8FBUZUbDDczzbttQgOycWag0tjMCko3Pw0QfbxN9oaTEwJ188ODnQ1GT13xXpXqsithrl5c1YsbwCF13sGs9ZZ+ejsNCI7ds9x7N2bRWOOy5XWBJ4PE48MQ//e881nnnziqCP0uAcRWiIOKSWWDCWIY9yxXn5qpOhMre954xxjWfligpccJFrPGeelY+ivUZhHfIezxS38ZxwYh4+aBlPp2itcHYyHklwRNy9QhOy95N/R6XQg7l5r1y5UtzAafrtqO9FKO4V1lagqGHdA2/x5Ate1P7sSxEcXJfb9DUBqVQaOM2pKFgTi4SEkzFy1DCYnIWumBDrVjSJyqH+/18qpKO0mUGGkZXNcTFWNFrioPO6ulTQ4ok/K8O+vya7DeNTsrC+JrJl68uaGvD44p8w55jTQ9pOuEqgh9tv2xUsaOarZLI7FObuXaS9Kyi6U1psRHpmDLRa1xj5HcjOjUPJXmOrq4IcclQuiptj8O0n26DVqbFqWRke+/eh4m/DR6fikr+NxUmHfICEpGjo9Wq889Vpfv0/KfXDWgUHaW60ISHegOz6wUDLsF++uR+G1GUgo7TtfF08fhLG3nQ8Nr5RC51OjZNzzsbkaQOgLVWjXyrw5TOTsPG9CuzVazBak4Xr7hmImNK2L0N93B6xdAUn0Mwsz+PTr18c9hYaMWhw2/EZMSoFhXuM4qdWq8KPP+xG4e42N63FYsdxR32Jwj0NGD0mFe9/6l/gn8rS8j/rmkUVYgqM7GzP8eT1jxPukiFD2sYzcWI6Xn9jE66/frQQPJ98sgO7drnGs2lTLdLTonHhBb9g69Y6DBgQj38+dRgGDWp5kOMkb44DlH27j8fsOR4ehyyv8fTLixPjHOw1njff2IRrrnON57NPd2C32/FpbLTiyMO+gMPuwPTTB+Ifdx4Ajca1TYoOVQfj6e3uld5Kt5dBJ+Fwr/AmywqjDOYcOnRop0+NwYoOulLoz6avi7VE/ME7kDRYwUGYjsQYFRaOYhEWkRmDoYjXDUU2TobdYYLRtgNGxoNYt8HUWVCoMw6VTFd2dk+KbpS+HjZbMtTqtlLlVU39sbkqQlk72tCtQP7w+upFuHD0wRibnhP0NpTMlXDEh4TTb9sZvFZvuukmHHnkkRgzxtUMr6M4kAcffBDhZPumalhrk3DKOUNE3MZ6SyYe+vtCPP7yFOzdXY9fvtuJ75acj4ysWLz/1nr8/epf8O43XQtDQ4tLJVBqqppRX2vGKWe7xrNuVZlwyxwyKReNRguK9zTgxDOGiAlu+5ZqLF24F8dOG4hIMf30fGz+IRZzv9sNjVaFAQMTRKyJAp/w6V6h+Lj9lj/wzpsbceOtE7resNLHRBdY4cPLZg7D7j0NmHLsN4g2aIXV4+efXdkgtAL99lsx/vjzdBEL8tqrG3HB+b9g6bKzxN+depPLZumjYZvK7nrPGeB4LrlsGPbsacAJU1zjodVjXst4KFp27L4YGRkGVFebcMmF8/Dsv9bi1ttajk/LvlQdNrTzg3C4R5zYZ+j2Oh2hig7eMFnNkel+rIjGgNGubt6B7o832I0bN4r9sJS1v4KjK0sHx86/+SM4mF7MpnScJLwzZFr/L3U0EvWjkRt7JkYk3Y7RyQ9hQNylSI06DHp1qkcTt3qzQfRK6T7sUKmbYHe0dc59ZGF4MmV8sba8GBkxkTeBMmjvtnmfw+EMPkaILpC+VhuDsR38zjEAtTPozqFFRFko3DsiKycOFWVNYiJSvh8lRUZk9/N0zc37YScysmJazOMQbo+//igWf6PgGDoyRQgOcsb5w4UlxGrp+vvO7BR3DLFamJpt4hyL8bRYP2Jide2CX9PdxjNgcJL4P0jRngYkJEW1ujQGDk5CVTlrEwU+a+T2i0NZqefx2bvXKJ7m3eG9YcLEdOF+OWX6QAwenIARI9vXzOF4L7pkeKvrpUsUd67a5QrPy4tDSYnneGhh6d+//Xjuv/8gLF9xNhYtOh2jRiZh1GjXePrnxWHCAamtwacXXzIUK1dWwmpt+T6pWtzuvlzJXuPhcSj1Gg+tHxyn93juue8gLFl+NuYvPB0jRiZh5KjkVvcTBQdJSYnGpTOH489FbRZTp7qT8Uj6juhQSqEHWxCJEfqM3/CuURAOSwf3sXz5ctEThvEbATez6cDS4S44+HtHgoN/owmcgbEUPExN8hedOh7JUQcgL24GRiXfg5FJ9yIv9nzEaSfB6ghPimogaNRmWBwuf21hbS72NkRuDPT2D052a0IVQZaV7MKHG4OPa+hrHWZpSfn222/x22+/icywzmBwrHfVxI5ITTdg5Lg0fPupaxL8+dudGDU8F/l5nt/rrNw4lJc2tU7cSxcVt2a49BuQgNJtdpgbXN+l33/eg4GDE6FryZTojMrkDXAokwrLUERrEZuoxbzVS1AXtxsLNi7F4h3LYc8uEa+VZZdpMz77bT6qo3eK1z+v+hNrSteI30tV2/HRz/NQrt0hXi/cvAyLC5ajIWFP6+dNev9imtIzDBg3IQ0ft4iEr7/YiTHDczG4v+fxMVtssJhdAspksuOtNzbh/24ZL17v2d0AU12UeFLn8WPQKV0s/qHy+MHJ+YCJaa3xGZ9/thP9+sV6uFZcY7ChpsblYqusNOHJJ9fgtttc4znxpDyRZVNU5ApG/uH7QowcmSzcVO776nQ8aBvPhAPS8MH/XOP54vOdyM2N9XCt+BrP00+uwS0t42FciCJ4zGY7vvpyJ8ZPCM4C1luKg2F/d6/4fEIPwtJB3zBjK1hZlGKAwiWYLrOdWUUaGhpEjAhvlJzwA9lHZ4GkijtFeb+juBAKMT5N8kmY9RPcu5IGQ5QmBVGaQ5EaDQxJnI4GaymqTFtR2bwFNeaCoHqlBEqsvgm1zdF4ZFFkeqS4s6uuOuI1OxTuX/gtTh48GklBVETtK5YOXq833HADvvjiC+Gqyc/PD/s+7vvnUbjn/+bjzedWIy87DW8+chNSqg24/V+vYeLkZBx74kCcetZQFP2sw0/fFIjMA2aO3PPEJPH5acePxij7sfjjlVL857fPYVdb8fgrU/zat1VnRGXSBqTVjIHa6RIphx6Zh/c/24O7HnsGhhgNHnz2GDTEFeLBWxdg8gkDcMy0gRh/ugrfL92KadN/FzEmFE/3PHmUWC//GCfwZzlOPuNZETAZHaPDHY8cIf4WDP968ShcP2s+nnlyNfrnpOHdOTchqsSAW//1Go48LhknnzoQxgYr5n2zq/Xec+75Q3DSKa6A+oKNNqxaHYsmswlv//wFBo+IwRNPH+HfztX2dk/5r7xyFK64Yj4ef3w1EhJ0ePOtY8T7V89agOnTB2D6aQNRV2fBcVO+FeeKQueGG8aIv5HYWB1eevkonDZ9rhhrQqIe/3v/OB/WDB/zg2KZajlX5MWXj8KsK+fjySdWIyFeh9fedI3n2qsX4JTpA3DqdNd4pk1tG8/1s8fglFNd4/nzj1I8/OByaNQq2OxOTD4mR8R0tO6ys/H4STiyT5z7kOpQOYNx8AYAJ1JvgcFYDKbP0m3gD8XFxdiwYYOo9c4lUF84rRe//vorjj/+eCF4fEHrCeMneGNV4ieCgSWo2fVTyaLxN37DZDIJdwqDYek26igoNlzYnTbUmnehqnkrKk1bUWdhYFtkLgWHU4M7f3ZiR21kCsK5MzY9GxsrI+fGceeKcYfj6ePODqpnCsUlU1d7M9dddx3ef/99fPXVVx61Odi6gN9ffx8WuP7i7TMRF9+xX1xji0Ja9Tho7K40YrvGjMqUtbBrzdCbE5FWPbZ13Yq01UIwaK0x4n21w/VdsWmbxWccms7jlhSXn4LeEu8hPEhzVBWqkjZ3S8O3Aa6K3p2iskYhqmQcVC3Hx6kxw5y9Fk6dGermRESVth0fU85qVwCkJQZRJWOhajk+Tl0zTNlrgS6OD+GpUpUPBtiKXt8I54DwpIt3Rds+m+AcsLL1fRoj1OWDoa7PhlPfCHv/7hmPumIw1C3jsfVfifp6CzJT3xGuw86seO7X/u3fzERUbGjVt82NFjw53b/99nZ6LKbDH/cKJ2qmAjK+gpH5wYoBxbLgy8Wi1Pig4GDBr47iJwLZl6Lj+FPpqNuZ4ODFyZRcXkys2BppwUE0Ki1So4dgWPLJOCL7JkzNexQHpF+O/nFHIkYbXjeFWmXHUyekYVhy5L8ssbrwd13siH+vXYJVpYVBuVd6shqpv7zyyiviJnfMMccIEa0s7G4bbujmcKjbJkOKDyFCbL7Pp9Zq8BAcxK62wBnEE6lF3yAqj7rHeLAyKSuU9pa+K4wtcLqJBYoPIUKsvo+PymLwEBxiGxpLm7XAn33qWyqxWmO67zgoXWz1PmrBRLnGo+rG8ShN5Sh0gkW6V3qJe6Ur0cG0OxbjopWC7pRQzNEdiQ6OgVYXTvqMEaHrJlSUQFJl6Upw0MKiWHGYiROpbrtdoVMbkBUzTiyk2VaNStM2VDVvQZVpW8hBqHaU49Epg/HGyjj8tNMVBBgJ1pQXIVarR6Mt8q4jxpHc/MsnmHfhjdCoNQG5V0J1nXUHETaCeu5LbUdlyjohNHTWWDfhMbZdeil7oSTU53sIDrO+DtXJG+Bkh9AgUISHu8WDFUpTMBzVibR4oGfR2GHOWoeo0nFQt6RvCuFROhbWJM/jo7YaoKvO9xAcjug6mDM3iFRTv2GvFcIJnlU5Y9sy0SKCXQOYXA8mzuj29xtnVNt42PDNGRP58aiU8bTU6wgG6V7pJYGkncV08OmKbgpWXaQYCNX/rUz67vtk2iKtCywuRlETDsFBlP34EzC6c+dOITiYgkiXTE8JDl8YtCnIizsUE9IvxZR+D+LI7NswPOk0pEYPh1oVnCVGpdmBU4ZqcdWEtsJA4abZZsXoENJZA2VNRTHu//KD1t5CvJ78ER19wdLR3SjCw6pte6rU2KORVO/phk2qGwqNo81czUJeQnAEMqF2KDw2eFk8UqCz9ZL4mxbh4XB76lbZoqGv9Dw++oqhremlxBFVH7jgIJxoW0p/qxq6IUibzd4UCwbLnHvhdBuPuhvGo2psG4/Dx3j8RVo6enmdDqaK8gZON0c4J2L3DBZmpjAolaZi75LpoaAEqrJgE33e7G7ra/yK24h1OA466KBe76NTqdRI0OeKZVDisS3xIDtR2bQFVeZtqLMU+v216J9cjh21etxwUB7eW1+GGlP4LRJ15sDy+EPll/pizNQdJrov0hXI88kCWsx8opj1vgZC7TC7L0M3QmXqOqRVjW2d7FVOz++n+2uLrgFVYRAcrdvT1wvhkVYzGiqoRKCpVRe+su8ho7G1WDzGtlo82j87tr12RDXAnBWE4CAqlvepgKo219WMzbob0LUVfgsrDADnfgjFhd5Hphsr08ZVQF2bCxXHkxLZ8WhaxuPsaDyS3mnp8Ne9womYT/1MF2XmCAM6w/nkr4gOpYwz63v4U2HUX5SUWAolxmQwUJC9K+i+KSkpaX0C5k9myDBThhkqvV1wdBwPMhTDU07FEdk3Y2q/R0Q8SKbuIKhaTOMdYXeacPwgA8qb9+LcUbEYl9Fxdctg2VhViryE9nUKIsU5IycKkcyePLSaUcwyboPCltU/eV2zmB1dheHMXnnppZfE9cYmitw329V3BrtDst4Gx8fUVn4Hvv/+e/RG4VGVSotH591dheBIWR9UHIc/wqMyaSPMUb2wu2iL8HB00f3WoafgWB9S5gWSi5jC4XJpVETOQonanNZ4DmdKx3FSouV8y3g0lZEbj+hm2zIeR3JwmUcKsvdKL7B0eLtXlMwNTtosZ+5vZHwgUMAwYJQ3XloXaIUIF+4ZKmxux23zPcaK0OrBJ2BOPHzqZR8XPuWyWVd3BIx2BzpNDDSN2ajdXInRQ49GanYsKpo2o6D+F5js7f2uZkcZzhqej08278SYTD0GJ/XHF1u7LgsdCP3ik1FYX9MNsTAaXDrGVZKbUACwtgoXXg+8BmjRotilFeSDDz4QsUrMUOI101E2VVcwmJO9V1599VUhOJ599llMmzZNiHaW7PeGgofZW/zbp59+itzcXOzevVtcr70RBpZWpaxDajUtHu3jX5i9EgnB4S48ejUUHtnrRLComoGVXjj0RpizQxQcRGuBM6kYqpp+AJue1WUBiWFuN2CKg6qqpWJrdD0QW9XpeBxJxVDX9IOqMRWquiw4IzAedct4nNH1cHY2Hj+QZdB7WUVS9jZh/AYD65ROtOGGN1xaVvj0ySfRcAqOjiqM8ifTpfgEzH0yboP7p+BizArjSThB0NUTagfcnoYpzcz+YWMwlmyP0aZgQMIRmJRzO3JjD/H5GY12Jw7LyYHFboFGuwfXTswH+1WFiy1V5d0S+3f6sHHIiPUdD8TrgZM6s65o1WIJccYo0dJBKwUFwNdffx3Ufpl2O2vWLNHcjRY7ig9+h95++22f6/N9XmtffvmlGActJJMnTxaN3HorTH2l8LB5WTxEfY2UdRETHH0GjVUID6eXxUMIjqx1oQsOhdTdImW0NaXVVwfYYLEYoCoeTfOWsGA4M7d1GbTrSNndmlmjqRwMVZjHoy1pGY/aAXtG1+OR9BH3Ct0MfPpj9U9mbjBdNdinvs7gk+aff/4pJgDWGgiXqPG3wqh7nRHuf9KkSSIFkaZtfpbuF7phOGlzPcUE3xfg/00rDsUTU329K8Tq1NEYl3YBJqZf6bPr7ODUGmTFut6vMO3E3yZmIytMWR0VzUaMy+i8emY4mDX+SL/XpUvjyiuvFO6Nd999F999952weAVbmXfq1Kmt7/H642sKeF9Q3FD80r3C80QR/Nhjj4Wl8WKkhUelm/BgfEVlBC0cfQ6NFaasNuHBIFPhUtGE8fionHDmbACYcstIl5KRQE0YgrWbEqEqHA/YafF1wpm92b/YCZUT9uyW8dDNUjoSarpnQkTVlAjt3pbxcB+Zfo6nC6R7pRe4V3iD5I2T7g7edDvrWhmOpnAUNfw9XPhbYVSpAcLgWNYZUUqqU1zxKZcL12F8B90wigmeFpK0tDSkp6cL339vymrx7oHD48pz2FlsSmbMGCRFDcSGqo9R1ryu9X27sxnThmTjvbWNsDudKG8uwUlD47CpIh1LiitCHqNGFVlNPS4jFwdnuyobBnLcaOngOabVIxgqKyvF9ect8viaDQp9UVBQIArkXXTRRSKOg9cli39R/N9///3o7cKjPL2tUJTEC60Vpn4RPj46M5y5G1xWCZseKsZTNCXDmbE98GBOh9rlTlGEgrBwbPWZsdLZeGw5G1xWCZse6spBUDUlw54e3HjU1QPbhIuKFo6tcIaQseKOdK/0sOhgTAOf+pX4DfrAw40y2dNnTfMxJ3flRh2ObSs1ODqzbnBfDCZVAkY7Chzk55UeFTTDM76FY+XCiYJpwxQfXOgWClfgaygoQb90Ex188MF+1ZyI0sSJYNPixuXYWP05bE5XhonZXoKzRwzCx5tc3WcbrEYMTG7GoOSBeH/DrpDGubq8CIlRBtSZmyNm5QhGEPZEyizPGb8Hr7/+uhC9FIpFRUX45z//2etFh6SXENUIZ95qqIpHudrPNyVDtftAEePhZIBnV5M963DUZ0JVk9di3eCTgcVl4TAEEUMT1Qhbv9XQlIwS7ecpOrR7DoQjodQVcOrHeNQNmVB7jceetRnOYMYj6X3FwRhQx4BRPsUzvoHm5nDD2A26Krh9xogo9TeCbW/vjr8lzVnYjP8n16HgoHDwF4owNtXiwn3RD08Bwkme/xutJTx+XCJx/Pw9vrRUUXAEMgYer9y4g5ESPQTrqj4QRceIWlOAQ3NysbS4pf21k+JwF244OB9vrNoNU0sXyUCxOuwYmZqFJcU7EW6Sogw4a7gf7cF9EGrKLM89hQPrgrjD11lZWT4/Q5cOA5fdXZgjR45szaoJ5BqV7McwsDRvNVCTB1V1niv2oTYHKloJDHVwGuoAFvYS1VOdgEMLmGOgMiUCjcmu9RXiK+BM3yGCYkMZj73faiEchHhwqkXmCReORSxMedVYRTE/lUMrqoyqmhOFSHEfjzO+Ava0EMfjA1kcrAcsHZysaXXYtm2bqItBMzDTSDmpBtNUrbObOdNRORHSdO1+Iw1VdLhXGe1McNCyQcFBq0SoKbmcIBQrB48bhRTdMHxCZZ0PWkcUNwwnsUi7YTg5MQ2U54wZQMGeO4M2GQdnXIPdDYuwpfZbOJxWDE2rxc7aWJQ3tdVEKGnciSsmZGDudhMKaoN78ihrbIhIE7iLxxyCGJ0+KNFGa1YoKbO8rmmpmDdvHs444wzxHq9LvmZHWF8weJR9VJTrl9A9RjEiBYckIPhdSimEM74cqur+QEOGq4gWJ/Jmzw6vPomphZM1NgwNYRuPI6UQjvhyqGv6Q90yHpWf43EaauFI3Q2nUoE1zEj3SjeLDgoLPhnziZ1PxozmVyb/cIoOxYrCVEUGbHpP9sF0tlUEk2LhIJ0JDgoCxpAwMyDcdUa4LVptuDBGhdYUxQ3DYE4+xSoWEMbIhDsol24xCjrun0GIobp5WHBsYMLRSDMMx9rK/4kCYycNycF/1zbCXRqWN5Vj0oAYDE7Owc9BlE/fXluJ4Snp2F4TeoxI69ihwpXj/OzU6QWFIwm1Ai7TZS+77DIh/mhNY8os3TbMZiGXXnqpSIudM2eOeH3ttdfixRdfxI033ig6x/IBgIGk//d//xfSOCT7MYzzYLZJ6i6gIV2ksAq3i1tXWhdO0TfFGVMNJJRHrtCWzgxHxjY4UnZBbXSNR+VrPAyMZUO5mGohVGThr31MdHByYsYI4zcUU7yvsuTBQkHAAEw+tdFcTLdER+MI1NLhHTDKMXdU0pxj2LFjh7BudGTiDic8lpxUuPD/YuoxRQ8DCWmRcHfDhBo3Q+sNBQctVBR04RRTcbpMHJZ1I3bU/SyWs0YMwqebXfEdCk3WJiQZmnHlhEF4a7Xn3/whJZpWhfCJjqn5wzEwKbg0PQoDEmpMx4wZM8T5vu+++4SLhIHKc+fObQ0u5fXoLgyZyvzjjz/i5ptvFjVCeN1QgPzjH/9Ad6BWuZZg0FpjkVg3uPV1bdI22LXBTxRJvaztzQtL0esY077USyfQlcIHgmKhL/SOaOSZhyDKYUCTpgG7o7bA6XACPGVBlrww2UIYjzMKOidjNlSwq2wwq0xwWpwA9X95YONoCqIFi3Sv9EBMBycq7+ZRwVoe3OFky2yP8vLyLgt+BSo6/I3f4N+ZMsox0OTNrITuhuOjyODCY82JjRMSXVgUIZzgFDeNr7LcnUExQwsSm9GF23rTOn6VBkOTTkSGYRTWVn2AQ7JzsazEFd+hQH9snaUANxzcH++uLUWd2RJQhVKdSg2r09HtabK+XIAUgeGw8NGV0pE7Zf78+e3eY8rskiVL0NdQO7TQW9qyo9QODWTCbO8lxzIQ8TZX0Tm9IwoO2LEnuofqXagAi8oMCyJULt0PpHulB2I6OFF5iw7edP1pb98RdC8wvsDfLBhOzP6KHH8FB9MN6U7hWGjijkRhs0DhWCkyuFAk0OqhuGGUp1+KD1pAKFI6c8NQSDEDhzVFOrIghZPEqP44IutmpET9jILaGlQ2ty/zXNK4BzNGp2BxIbCuotrvXiyHZPfHitLQq57mJ6biuIHDg/483SvM9umNadASSUg4gYGmEUiypnm8nWLNFJNmYU8Jjx5GWjp6QZ2OUC0dTNWk4KBlg/EF/sQv+Ls/fwNGGePAMVDsMFYlnAGx4YRBgu5luVkGnlYQuqMolhj/oQSjugs31hbhOjy+vspqRwqNWo/Rqadg9sRR+GX3YqwoXYdmm2cDt2pTNcZl6TEouT++8rN8ujVMVV+vHH8E1CHU/6DoCEffFYnEHQ3UItbI1lM2ICE4hrcTHAqp1kwRS1EYtb1HhIfa6To+dh6f/VD49Cb6nOigy4BP36xpEYi5nwKis7bjgQSMcuKmy4GxG7QC9IbaGf7AcVJkcOG4aeqnAGGqJV1EnAwpPmgdYZwAq4yGs2R8IOQn5WNWUj4uG2PF+orNWFqyGqvK1sNsd7lV+FPH8ukHDsLrKwtg7+JJYHVZEbJi41HeFHyEukGrw0WjD0YoKDU6pKVDEgppSEIWUpGEBMTBAHVLcWm6IZthRi0aUIEalKISdo/Q7AjgBAYIwdF5u/lUS5YY396oHZGd+J1AgiMJybZUxDkSEO3wPD5mlRmNmgbUaWpQo6mEgw3kIjsc6V7pCfeKP51m/amAWVhYKILmODkGQmcxHe4Fv5TxdjQpUPQwjoSTNoPz+ir8/ygyuDDbhoJMKUhGMcJsGKUsO90wPWXJ0Wt0mJg1ViwUGmvKN2Jp8SqsKd8Eq8OKiuYCXHtQLj7dWIPSxo67bvJmMygpLSTRcc7wA5AUHVoUIo+tP8XUJBJv+Kw+ADkYhFxEwXeaM5/mYxAtlhykYwwGYy/KsB2FMIsAy0gIjmFI7kJwKKRZssXPvdE7wj4UlVOFTFsOMq250Ds7Pj7RzmhE26KRakuHHYNRqS1Dia4QVnUEjo90r/QeS4d3p9nOoDhhZ04+JbL+RjCR/x1ZVtzjNzgRd1bSnBMy4yJY5ZQuiX0JHh9aPZSaDnS98DUzchi34u6G6anYlSiNHodkTxALXS6ryjYIAbKuYjNOGRaLDWUZWFLccTj6tsqykGp2zBx9iBBhynXS2fXSmXulu6uRSvo+tGqMxmAPscHwyGrUoQ6NsMACB5zQQ4d4xCBZWEBioIFGCJU8ZAnhwSVsOIH+QnC0uV9pNajQFyHT3PZAVhZViAxLPyEKFOHBh4Ci6MAz0TqCVo0BlsHQuYkNq8qCBnUdGtWNsKkscKqc0Dp1MDhiEGdPgMHpOj4UKum2LCE8inWF0v2yv7tXKDSYrsmJjtH3wbaD92Xp8DdglOvQukG3CuM39rVJQxF1/Mn/j3EgfBqna8XdDaPEgvBvSjYMs3V6wlVg0EbjiNwDxdJobRKxHwMT1mJQchze3+D7ZlZubsLY9CxsrAy8D89hOQNxQM6AVouY+7XLa0dZ/LmeZUyHxF/oFhiHocJqoVCJWuxEkXCfdEYCYjEA2eiHTLGdYRiALKRhBTYKF0zogmMoUtwEh1PlwE7DJjjhQCbaREettgpNaqMIMlWER7olRwiP4uidIcdqDDQPRaq97fjUa2pRoi1CvaamUwERY49Fhi0baTbX8cm1DkCyPQ3bojbCog5ftot0r/Qi0dGVe4XmfsZO0I3ByS+Uyc1bdPgrOPhkyzEQZqj0ROnxSKJkASlVLn25USgymDLLhW4YFnqjAFGOi1IPhG6YYEVhKMTqYnB03qFiqTM1YHjKn7h/4Vyf68bpg7PSzDrgqNZjw2vG3SXH35VruSsrSKgl0CX7D7RaHIzRSITremlEM9Zhu7Bu+EM9GsX6tG6MwRCkC/tHLI7EBCzHRhH3ESzRjlgk29I9BEeBYRMatDWIs7UvG1Cnq8JubBGxH4rwSLVmoVJfHPQET6vFMNNoxDpcx8ekasauqO1o0Ph3fJo0jdil2S6sGwMtQ5BoT0aMIxajTROwNWqjiPsIF/uSeyRU1D0Z09GRpUNpmc7JkMW2wlGQSkmZDaQlPU3hS5cuFVkdnJD3NcHBCfCvv/4SkyDjZPyJ26CoUFqjT548WXyOx2Xnzp1YsGCBaLnOkvfcdk+QGB2PWw89ocOAzzXlRYjRBiaMMmLicfqwca2vec3w+uWx4P9OwcZjp2RR8dqiCKFg5U93sSstHfsJrIIZwkSjhQaHYWyr4ChEKRZipd+Cwx1aNf7CBqzHdmFdoJg5BGOEAAkWk6bRZdVgh9gWCwcFR2fU6iqxJ3qr+N2hsqPAsCFowaFxajDCNLZVcFRoS7HesNJvweEOx7A1egN26V3Hh2JmuGmMsIT0ZV566SURr8f5i33Ili1b1uG6xxxzTGsso/tyyimntK7D+ZLFCNk6gZ6HqVOnisrGgaLubTEdfI8xBJzEaOpnqmc44ITgbhrnAewsYJRl1Tkh8wCPHTs27GXFe5r6+nrx/9FFMnr06KAycHjsWNZ+6NChwvXFWBBuj8fuzz//xB9//CHcMbSMhNpsL9BxPX7UqRgS6ypQ5E6T1YIxGYHVHJk57nDoNR0LMh47ChCKD2Xh9cJx8P92FyA87jKQdN9GZdcivnwcDDWDgxYeB2KkiMkgW7BLWCwYsxEKe1AqxIcDDiFqaEWhAAmWem0Ndho2i4W/+0ONrgK7DVuww7ABjdogO7k6gSHmkSI2g+zV7RIWDsZshEKFrlSIDx4fxnoMM48WAiRc7pVQl0D46KOPRKsEdpBmeALjEKdNmyZqL/ni888/F0kSysIMUd7Dzj333NZ1nnzySTz//PN49dVXxcM4H564TfaS6hOiw5elg4OnGuPTICcxTmjhghMAb/r+pMQyQ4auAzZZGzJkyD6X3kgRQIsE3SXhLGtO9du/f39MnDhRKGeKEaWAGq0g/MkLurPU5XBAK8uG1Wvw7GEnI8XQ/mmlweL/l0SjUuOK8Yf7vb5iBaHw4BMGLSEU2ErKNkuRs2OwZN9E5dAgrmIMNJZYRBmzXcIjQAYiRyTDkgLsxQ7sDdv4GA+yCpvF7wxKZXZLKNRrq8USCBQeQQsOQAR+Jthdx6dEtxcl+vAdH8aD7IjaLCZ5BqUOMId2fNyzV0JdAuGZZ57BrFmzRC8megsoFPiw8/bbb/tcn4kCLAGhLD///LNYXxEdfEhnf6d77rkHp59+umil8O6774oMxy+//LLvuFfcYzpY8Gvx4sVCPTF2ItR+Ie7wgPHmz5v+woULRYdWKj5v0cP1WK+CGRucOGnl2Ndg/Q0KKooNmt4iBSdaFhWjFeXoo48Wx5OihK4XChBaWehCo8D0rlYbCtze8uXLhQvomAMOwn9OvQRqr+tvfUUJ+sX7V39k+tCxyIkPXvwqVhBe79dff724DnlDkOybaCzx0FjbhK5LeAzy+/O0QDDgkzDmYjN2hX2MZagWgaiEgaUp6P7WDcFCt0quxXV8jOoGYeUIN7XaapTpXMcnxZ6GeHvvOT719fUeC2PyvKFVlQ+VdH+434f4mnOsP7z11ls4//zzW13B9Dxw7nDfJpMI6Lbxd5u9KmWWaolPf3wy5tN3OC0LSsAoJzxOfhQ37hU5GfxIlwAzNSg4WGmUomdfNIHTgkMfHN1FgdY5CQWeT16gXGg5okWL54CBwhR4nIiV0uw8D8EWW2MMDr9sbGbG4nHc75SBw/HgUafg3t+/9Vi3f2IK9jZ0bRK++oBJCBVef+zySpPl77//3i0NASU9gy26Fo2pmxFbNcLV7p3Co8HlIm5OLvDLykHhQehSiRR02TAjhtaOIcjDsiBiRXqCDGuOcH3wMYUulUilt1LMsI4HrR051jxsCSJWJBJ1OvK8akPRffLAAw94vMf7Ku85SvNHBb5mL66uoLeB9yoKDwUKDmUb3ttU/tZnsld4EIqKikT1y3DWvlAqjHqXNOekxoUCR2mMxtobTImlEKLo2dfgceDkztLmtDiE020VDLRi8cvDhV8OJRuGFzrPlXuHXLop/O2ES8HBbQ4aNMhDuN58yBSsLC3EF1vXtL63papc3K86uxeMTM3Ckf1CM6/y/2P7eH6R2YStLwmOV155RSy0SBFarRhIdtJJJ4VtH7sL6nDX7PmoqTYhLkGPx56fjCEjUjzWcTidWL28DKXFRnFe31/yC669dyQGDHI9gb794hp89fFWOBxO5A9OwiPPT0ZCYnBB3zt31OHma+ajusqE+AQ9nnllMoaP9BqPw4lH712K+fMKYbc5cNChWXjsX5Og12vQaLTi6kv+C01DCi6acipmXDwiIOHRD64U1HJUowGNqNpbh8/nzEdTnQlRsXqcdcdkZOR7jmflD1uw5NP1ra/rK4wYMD4bFzx8gsd63M7qH7fizm8ugyE+CgUowkjki+qmFB+s+9EVxbvq8MJd81FfY0JMvB43PDoZ/Ye2P19b1pShssQItVqFdxb9gjNuHonsAYnYvbUabzy8CHXVzVBr1Bg6Nh2z7p2EqGj/pqI0m+v41Gmq0ax2dWx2p2R3HV69Zz4aak2IidPjmocno9+Q9ufvf08vwdo/CsUY4pOicNX9RyOrf5tFg/Ehpboi5FnyEW9Pgs6hh1Xtf5PJSKXM8sExIaGt+WEkkhsoNvhgyofvSNBj7hVOhHwy5WTDgl/hFhxdZagojdHoy6I5ipMBn45Zi4NBkDQZbd++XVhGwmn+7254HOhOYiwFO/H2tODwJT5p5aDfkZYoZgnRpMcvF60CdMPQtMdrpaPzQDOjEqOiWDjc4etXTjofI1PbVDork47tIqCUVo5QrG489rfeeqtwJ/3yyy/CAtOXYJO/xx9/XBxbuqymTJki/LnhjEl54LaFOOfSEfh+yQxcecN43PV/C9qts/T3IlRWNOGEUwdh2vRBOODgLDz32F/ib3/O34svPtyC978/Hd8sOg+jxqe1/i0Y7rhxIS6cOQK/r5yB624aj1uubT+eD9/djPVrKvHD72fht7/OExPr26+4Jn2tTi0+949nhuC9X74V/UYUKDwMNfkd7puBozFwpXTvbem5/vXTC3HQqSNw43szcNQF4/H54+3HM/Gk4bjurbNbl7iUGIybOsRjnY2/74RG63m7L3br687iY/7w6oMLcfy5I/DSDzNw5pXj8cLd7cezbnERaiuacPgJg8Qy4oAs/O9Z1znR6TW46p4j8cJ3M/DMF2fD1GzDF2+6Uu+7goGj0U7X8anU+g6IfOuhhZhyzgg8880MTL98PF69t/34Vszfja2rSjHnk3PwxGfnYPShufjo+fbXTJWmXEz2vAMk2/07PpGO6UhISPBYfIkOzqW8r7K9hTt83dVDDx/EP/zwQ1x55ZUe7yufC2abvSKQlBMI3RucRBgwGs4UQvf6G10FjPKA8YbK2AamgCpBkEwFZV8XBiTy70ocCLMyujMLI1R4HNauXdtniprxPPGLROFAX+GkSZNEXA2FH6OlFy1aJCxjNB8q54F/4zni+eLSEfH6aLx/xhVI0LfFCunUHWckcb0Zow4K+n/h+O644w7MnTtXCI6+aEGbPn06Tj75ZGEVZJ2cRx99VFxDS5YsCcv2qyqasWF1BaafM1S8PuHUfJQWGYX1wx1+fR12wO5gQiPQ1GhFZrbrnrFlQxUmHpqF2DiXRezoqf3xzSeBp/GRyopmrF1dgbNmuMZz8un5KCkyCuuHOxvXV2HSMbnCssFr9tjj8/DZR659RkVpcOTkXGFpWbl9MxpTtnoJj1wYan3HUiUjvvX3ClTDWNOM4i0VGHe8azyjJuejvtworB8dUbixHI21zRhxZNs+jNVN+P29VTjx+sM81mVZ9DoYxe9JbvvuiNqqZuxYX4HJ013jOfyEfFSVGIV1od35crgsCsTUZEVqlut85QxMxMDhrglco1FjyJh0VBS7xtAVsXbXGJ0tlg5v6qqasXNjBSad4hrfIcfno6rUiNI97cdnszpgtdjEfNFstCAls/0cxLLoLGom9u3o+vj0FvQtNZfmzZvncT/ia863nfHJJ5+IsIOLL77Y433eWyku3LfJhz3el7vaZo+7V2jZYPVL+oIYzBnOnh7+FvxS6oDwCdpXF1UG/ilRvNyWYv7nEx63r5QD58/e2l2WQbMMGOX/SsHRE0W7wuGG4dM2F8UNQ8FBAcj/Lz4+Xlz4/EL4M6kPS8nAm6dchPO+cPkqV5fvRUKUAfXm5nbrXjjmYMTpgzNd8pq599578cUXX+C3334T7p6+Do8/b0hKZllH8IblHtzG89MRdJekZ8ZA2/IEzu9rdr84MdErrhNyyFG52NsUg28+3iYsCauWlWHOvw8Vfxs1Ph0f/nsjKsqakJZhwLefbhMujtoaE5KSuw5Gj6kaCn2jywLmqDLh9dsGIa24zaX28s39kFOZgSRd26R080ljsH1LLWJ39IdGo0JebT7+Pv0QJO0Z3rqOrtGKZ68dhNiqtvcUour7iXoQpqTdHu/Ht9TNYBEwNmmjwIhLjWm1UIjYqMw41JUbkdrPd3Djyu83Y/wJQz2sGl899TtOuOZQRMW0d1XWwyhqgSj77gxO4MnpnuNJy4kTbhS6ThTGHJYLx+IYLPh6mzi3m1aV4dp/uc6XOxQj8z7bjItu9s+Mz8JdxKxq9tmkrarMiKQ0z/GlZscJYeTuOpk4eQA2LivGdce+h+hYHZIzYnHfv6f73CdFB2uBKPvuKxVJb7nlFlx22WXCuk03CTNP+N1lNgu59NJLheV1zpw57VwrZ5xxhnBxu8NjedNNN+GRRx4RDyG85/Iex5IWXL9XNnzj5MdJnrEFnOg5YQQagBIOwcG/M36DExgnY46jM7gtJb6AKbS8iVKAsA8LYxDonlFKgocz4yYUGKjJwmocD1Ob9oUaI4obhgvPNeOAaPWgeZHngmJEEYOddXE9ZcgY3HH4CXh88U+w2O04JDsbi4va+9lnTQgugJRj4xfzgw8+EIKDFoK+DNOcKTJ4TfG4UkjRFdYRvIk9+OCDYR3Dtk3VsNYm4dRzhgjz/HpLJh76+0I88coUHDopBzOvG4frL54LtUaF4052WbsUIRMJBg9NEtaWn7/fDa1WhaycWJQUB+aG0zentRMd0S19VZoQWN0DBUuzFet/3YFZL7dNAiu+3YzEjDgMmujbtdfYsi9l3+Fgz9ZqJNclYfL0IdDoNPizIROvPbgQNz05pXUdq8WOp2+dh/FH9MNhUzu2ULqj9FUxqYM7PgoFGypQuL0GL/5yEQxxenz47FK89fBCXD+nbXwKJpVrX+49XfqC6JgxY4aYpxiDxXmWRRxpdVUCQRnH6B2wz0QKWpN/+uknn9u8/fbbhXC5+uqrhfWclmhuM9B5T9udZv6amhqhupjFwCwR9yJdoaAEi/pT0pxWFu43mLRc7ywMul9oreFJ5QmjgKHVhBMfXUY9Ud9D6VVDMTRy5MigM0F6MxSMdM9x8qPS5pM1XV/8ktGCReuTYonicfAWXXcdMU0Elv60cxPKGtuXOj52wDAMTfG0fvkDr+UnnnhCPC38+uuv4vj3dZhaTYsZ3ViffvqpeHpijEpHwuPOO+8UT1kKFOkddWPOyokTFgqbzSFEAo9fyV4jsnM93YDzvt+Jcw4aI9wZihvm3RlLW/9+wRWjxULWLC8TIiAuPvBJIiZWi+Zml8ld+e42GW2IiW1vJRw7IV0sZHdBPRKTArOKOVXtW0AwK4PY4PpbQkYcjFVNIliVT+8cV12ZUYgIX2yYX4D0gcnIGNiWDr5zdTF2rSnB1sV7Wt97+cpPceGj05A9NK11X0rGTGekZsWhpsJzPJXFRqRle45n2a87cf4hY6DVubZ52PH5+OyqtvNF1wYFB60mV951RJf79T4+jpYxtxtfZhxqKz3HRysHrR3uLPxmK0YfkoPYBNc5O/q0YZhzzfc+t2lvOU9M1e1rzJ49Wyy+YFC7r+96Z/GL/E489NBDYgmFbvMN0LzPJyYl8EVxS1AABOui8G5J35ng4GTMp38KA1pawvH0z7RaxoNwoaBRmqLxyZuChhMfRUh3NUXjxMD/kWazfbGoGeHx5dM3J3SljgqvKYoPLrwWKG65Hi0hPC/u2TA8Lxq1Gm+fejGOevcZbKupwLDkdOyodXXYDTZNVime8+KLLwq/J6O/9wXoH+a1ROgnZmDvc889h9dee83n+jwX/kbUp6YbMGpcGr75dBvOPH84fvp2J0YPz8Wg/pmwuz3tZ+XGoby0CcNGO6FRq7BkYbFHhktdsRrJmVo0mpvw4hPLccXs8X7/f9aYKji0LftKBNaXr0Hy6kocdUw/LFtciiUFBTg5T+9he7BY7bCYHYiL06GhwYIX3v8LZ88YCpObx6Pa3Izvlv2B066JQ5QxpzV9ljg0ZjSmbfbZdp0ot/24ZIMQBmt/3oYDThqOjQt2IiE9tkPXyorvt+DAk13ZMgrn3OP59H7fMa/jurfOEdkr7vvyh6RUAwaNSsOCb7ZhypnDsfinnSJWw9210ipOypvgGM4gfhXWLi1uzXChIHjmtl8QnxiFax88KqB7lPfx8SYx1YCBI9Ow6LttmHz6cCz7eaeI1XB3rZCMfglYvbAQp84cJ4TRyt/3tMtwCSeytX0PiA5O8Ey3c1dR7n0qghEdijtF2WZnT/R8MqaFg7EBkZqMeXPmZM+F4+KTN60gfEoUvs+0NCFAfD15hwO6F2hN4v/HgNh9ER5PCg6KRu98cQVeBxQZXKjclbRoZu9QhNBFoLhpPjjjckx5/3mkx8a3io68+GScOMj11OwvvAbZ5+Cpp54SFUeZ/r2vQlHnqyBRsNz/1FG4+4b5eOPZ1eifnYY3H70JKVUG3P7sa5g4ORlTThyI6WcPReFPOvz8TQFUahVW/VWK+550CUOtNRabP42C0dSM177/AcecmoMLr/T//FkN1WJROP26GNxy7ReoedCMuHgdnn75GJgSC/H32Qtw/MkDcMLJA1FR3oTzzvhWTKgMlrzimjEYeZwZppa28ccf8SmqK5vRUOvAa48Pw0FjgSOOzm0VHMaMdXBo2x9DG+ztrA6n3XoUPn98Pn7/32pExehw5h3HiPe/fHIBRhw5oDVgtHJPLUq3V2HME4HFD+larStdd/wm1zxwlEiZ/ez11YiJ02H2o67xvHTvAhx87AAcMmUgjj51KByLdVj8U4E4RltWleLq+1zna9EPO7Dk510YMDwFt571uXhvxMRMXH1v10Lf3jJGxeLhiyvvPQqv3jsfX725GoZYHf72kGt8r9+/AAceMwAHHjsQJ5w/GsUFtbjjnM+ERSQpzYAr7j2qc+uKyr/j4wvZZdYTlbOb8kH5xOm9K96gjzrqqIALcbmnxHZm3SCK75/xGD2Rsshx0v/FiY+TJo+DeyCqv3UoOoMTKuNUKOz6Uh2IQGCmEWNoaEHwDvz1Fx57xQ3Dn7x2Vlrq8M+Ni2GyWWBzOvDAUafglkPbqu75cy2+8cYbokjPDz/8gCOO8N9c3Nuhq4Q1OShiWQfl/fffF+4jfm+PP/54v7ZB9wotfUt3zOzU5aGxRSG1ahw0dtcTuF1jRlXqWti1ZujNiUitarMcVaathlVvhNYaI95XO1zuD5u2WXzGoem8zH6LVT2yODSIL2c59LaYMafGgoaMtXDoPGMS/r3K9ZMlyfsjW9TnWIiWNyPMaAzGAGTDiCb8jpWt748J7ismYJfZIU1t52tL7Go0a/zLUOkIkw2iJDlb0TepG7HB0D3HR9lns6oJ62NWoslowVVHvCOsyu71Mjq79i/9cCb0PoJ4A8HSZMG75/u3395Ot7lXlGBSj51rtV22tw8lQ4V1NlgQi0+etDD0BBwj982FQYVMF6b4UAqSsW6GEgfCqqmBwrLiDM5loJB3xPG+AkUVM1YYFBtKJVUKPLpkuChiMKuiAivLCrGxvhK7mutxXEqeCJr0J96H19h//vMfEaz17bff7lOCg/A6ZZQ7jz9vnjz+gQiOQHCobXCora2igz8pQigifKG1GjwEB7FrLHCog38iDavgqPBPcLjTgKbWeh10JbgShCNLfEtTOQqd3k6zuqm1XofKqQq5wZs/KE3lfBUi8xfpXvGkR/M9O2tvH0rAKLfJp2I+nTFgtLe0Eud4GVPChbUoGEyrxIEwMJLjVAQI1+nMgqOIKlpy6GvnpLAvwhL5tFSxS2I4RZW7GHx7yGBc+/0HGGFqhrWuAYt2LxLnQnHD8MnC+1zw+PPJ/x//+Ae+/vprUdhsX8O9DHKkcartqEpdJ4SGrqV3iUt4jEVDfFsQJNHaDIhvyPcQHBZ9HWqSN7DjGnoUhxpxFaOhMXsLjnWdCg6l1wqh4GCV0Ar417k1WOjGSYbrqVmp19GbaVS3HR9WCfW3s22wMHg0zuE6Po0hWGqke6UPig6lpLk/HWL5lMo4ClpRKDjC4b6IFEpXVi6sO8G4DAoQWi8YeKsEotIa4h6zoqT9MmCSab+9RVSFG1qpKMZoxYmkpUqn0eKxKaejsqkRo9KzW88FF2YCuadNU/jwumXNiptvvhmfffYZjj322IiNbX+iTXiMdRMe0Uis86yumVg3FCpn2/fBoq9HdcoGONU9X7hPa06E1pzgQ3C0rwXjDSd+liJnSXL2RYm06GCzNyU4k03gejuNaiOsKotIX021p0dcdCTb2o5PrY9iZJI+4F7pqtOsPwGj3E5HgoM+NAoOTgx9LV2UIkMx/fP/paBQAicpMpSnbgoQCg6KK4qqSNTe7w2wDDotOXSNsVdOpMmITRCL97ngsVeaBNKNxVx1ZghxfAwenTZtWsTHtj/hVNvaCQ93geH92qJv6DWCg9gMNWhK3YqYqmEBCQ6FYlQgH7lCdGzBbpgQvqBdbwYjt1XssCBZr0cFVGkrkGXNFc3YinS7YVFH6Pg4IfajiB2TOvjjI90rfcjS4athW0dwgqZLhZXSmMLal9NFeVyUJ2uRm98y6XESZm0QToqdlfzu69DSw7RjlqTvabcRrzulSSBjcpgh9NVXX4nAZHaOpSXmySef7NEx7rvCg66WjoPMXYJjvbCQ9CYssezZ4YBd3xiQ4CBswsbATjXUGI1BWIFNERljPnIQ2xLPsaMl66YvUKotQobVdXz6WwZhe3Rkjk+mLQcGp+v4lOhCOz7SvdKLRId7e/tQAkaVSYrZGx2lUvZV+H/TukGLBoUH3QycAJnNwTb1jDdwL0jW12HVWp5Pxqn0tihtBlEyaPS///2vqPhHMdhZmW9JaMKjOmUdUqrH+hQeVp2xVwoOBWtsZVCfo3tlJ4oxGP2QiVT0Rxb2IHyVmwnLng+HK9W2BvUoRRX6Cuz0WqYrRvb/t3ce4FGWafc/6QmEQKhJIAISSkCKiL3AAmIvK4odcRVdC2tZXVE/XXv5XFwVUND/KrqWz3WLIqiAKAgCIioqWXoNHUJISEhP/td5hjeZCUlmJpnyzuT8ruu9IJnJZOZ5J/Oc9y7nLutihrB1KEvBvhjfrk+LikR0KXWsT0FkPnKjmrY+inTYLL1Sl+jwtGCUt7PIkJtxOBdTsuOFtQWMfDBtxPXgPA/6JViFqAz9s0bESsMEypDMV1A8UjgybcFz6c6ePtDQYfT666/HtGnTMGbMGPM9y51W+Ae2vlJ4MNUSXd7CRXAwEmJXwdFU1mErOqGt6WJhS2spynwmDFoiASein4kUcL7LL2jccLxgwrRKm4q2prOka2kPlEeUITfaN+sTX5mAXiWO9alEJTbHrXeMmRXhk15xrunwpmCUxX4MddN7gRNJ7TL3xNewrZM1BCw2pdBwXg9GP6yBaFxHy4OC9+faWYWojI7Yub6F55yiiZ04HFBkt2m4nDJ89dVX45VXXsG1114bUmIuHISHVeNB4VEWU4icdvaNcPgCtsp+jyychoGmqHQwMrEam0wEpCm0Q2vzWDGINr/jJ6wJjVqOWrBVdl1cFvoWDzRFpT1KMpFdtclEQJpCq4rWyCjORPSR9dkYt6ZJtRzVz1fpFXumV7wpGGVdAwtGeWXP7g27Tnr1leU3p/rVN7/CgmvA1BIPy4OCdS7WRFZnQzI7TZzl+WaaiPNrKDjsliJaunQprrjiCrzwwgtmQqMER3CEx76ONcZVzYEilGA5snAS+hnhkYlj0R7JWIUN5jZviEKkSad0Q5r5mlfwP2Md9vqpY6UgOg8rkxbDn7CAdG18FnoV90NsVayp72hdkYwtsRu8Li6NrIpE59Jupo6Df92OCMc6HIz2zfoovWKzSAc3ROf6DX6oN3RVzq4OWpqzs4CFfeG6CVhOqg1ZfnviQUErcPqVWMPQsrKyTE2IFQUJZoSI552D8vjcKDi8dab1N5wzMnr0aDz99NO49dZbw/a9JuwJDbsWYyWGoK+pw+iAZAzFCabGYzN2uBUf9OFIRyf0QDpiEVNdM8IIxwGEfi0SDbv+G78SPUv6mvHzFB39i07Avujd2B2zw634oA9H+/JOSC1LR0yVY33Ykrshbg0KokJ/fexK0Gs6rGmznnSoWHbfFBvurvxDFW7EFAc8fOGkyvVkQSYPZ0MyRkHYecFUhlWI2tBIeH+8TkZhOBeHgqMxbqz+hCmqSy+9FI888oiZ1CjBIYIBRcK3WIkMpJuDtQaMWPA4gDzkIM+0vLLugykBpk7oMpqM1uiIZHN/53bcLGxEWT1TWkMRFpZSeFA4pJU51ocRi47laSiIzEN+VB4OG38Px/owdcJaEKZSKFKc14ftuFtjN1ZPlvUVSq/YKNJBkcGBXEyX8Cq3oQ4V5vxZZBjOdt98nRQCVqrBH8WUzoZkrIexDMnYNcIaEWc/EH/VgfB1WuZmfJ12q8dhSuviiy82nhwc0y7BIYLNBmRjB/aiJ45BZ3Q0plVt0doc7sjBQeP5YTmehh0RwK7YbORE70Va2TFoX+5Yn1aVrc3hjvyog9gesxWFUX5aHx+kVxBGqiMoosMqGKV44BU38+bcYHnFzVSCc5idURCmBNiayPoNuxUZ+gpGevg62YbJ1xmIVAPdWq2R8FxnRh14PligS6zJuJYLpy9fJ1M+dhQcFEMXXXQRJkyYgIkTJ0pwCNvAdAq7TdZgizEPSzGloYlHTV3lFT3nuOzDASNUCkKwWLQxMJ2yJW49tsduMeZhyeXt0KKy7vXhHBe6jFKo+KJYVNg4veJs+MWrbrZHsq7DCvkzomHNIGHtAYsM+bN2tzRvCuw8YZ0K1yFYr5OiwopyWIZkVgqGrbkUHtbtjX1+POc0cGN0i+fdbm6qfK0UHDfffLOZGivB4TsiIxxHo6iKQFJejyPdKwU4lLSpSW2M//GPn1SjWet1t2cZfjWdLDvNMiRGxOP0uAy0jkjA3spD+KZkLSqaeGn86NewFWd19ebenDJcsz5tIuMxMjEDyVEJ2FV+CJ8davz6lDdCnyi9EsRIR30Fo9zEOHaehzX3goWU9G3gZsiWUNp+s+si3DYCpjhYP8DuE17526ETxzIk48HOGYoEikLOQmEdBr0prEJUTyMyPOeMoPA8UnDYTUBS7F544YW45ppr8NRTT4Xd+yxkqQLa5PZGXHF782VMaRIiK6OQ10b+CRYnxnZDWlQb8//ukXEoRwUWlYSe/4a/OKNlNxwT61ifVlFxKKuqwBcFgVsfda+4ErAdjgKCGw/TJxQS9X2oU1jwYPidduZMu/CKe8WKFeb7/HludqFmflUXLOqk6RdfI7tU7OilwTVmSosHrdcpGixDMtqyU3RYhah1TWMlFJqWpwoFh51adgmLdik4WDjK1lg7nodmSRXQOrdPteCwiC/qxOAH8ls3b+HBlz4srg+6RbuuT8/oTmaTWlzavIUH1+fCVn3QK851ffrFdzKRgzkBFB4iCKKDUznZCcCreRbp8QOexYy1N6lt27aZzaxv375ISUkx3+O/zjUHjAxQuHCzq2sKayhAUUXBQRHFttZQEVCswWDnEA+mhaxCVL4WK0VjpcZ4TnjemDrifTlLxW6CgxG1Cy64AOeee64x/wq191F4C47eiK8lOCwSDrONvAr5rTc0S+HBlzw0rje61xIcFr1iuLFW4dvSDWiOcH0uaNX7KMFhcVx8J1SiCvMK/L8+Sq8ESXQ88MADGDt2LP7zn//g3//+t5lhMWDAACM+LrnkErOJ8TYKDG5OFBL11RzQCpydD5w/wk4Dpm0sAWJ3901C8cSNmJGcUB5Ox1QQzxcPRrGsybgsFKXY4Llgaob34zm1Q+rIGXYJnX/++WY0/auvvmr7902zEhwHKTg6NHi3hMMpR4THxmYlPCzBcWx0w+vTOybFCI8lpRvRnOD6nN+qN3rHNbw+A+Id6/NlgX/XR+mVIBaSskvijjvuwO23326ukC0B8sQTT5iiQh78nrt5FtwcWNjIg4KD7psUIOw84GZnXW37suvCV/B5clNmdIM1LOGC8znhBFYKEBaNMsJh1XNYotEOHSsUR4xw0EL/jTfesN37pHkLjl6IL2p4w7BIOJxqUi2HKDyaCWfG9XIrOCz6xKSaq+SlzUh4nNeqF/q4ERwWA+NTzYY+v9B/66NIhytBufSkAOHmc8stt5grzVGjRplNi5sw/88ZI4x+MArCybENXYHysazR49zI2VrLjZ2dCKwhsNo++W+wr7RZiMnnxfoNPqdwhUKDKTLWgQwcOLB6MB0jC3Qgtdqjrcm4gY70UPCyS6V///6YMWOGBIftBIfT30ZEJQpb7kDLghozwMLEbLQs6HLkmhZoUZhqfvhQ600Id86K64WM6Jr1KUclskp3YGBszfqsLM3GgNguiDyyPpkxqSaV8F1p+K/PeYm9kBnntD5VlfihaAdOblGzPssOZ+OkhC6IPPK5MyjBsT5fF4b/+tiBoMe7mUZh2uW+++4zooCtmrNmzcK//vUvDB8+3ERHLAFCYzB3AsSa/MmuC05npQBhESujC7wKtza7QNYWWBNUWa9SV+oonGD30Q8//GCiVkyfcUNnsWnXrl3NQSFoFaJyTXg/65xwXfwtQBiB4fspIyMD7777btCFqHAWHD1dBQcqkZu8GlURlS6iozg+x7TOtsnt4yQ80o4Ij80IV86M6+kiODgldn7xalRUVWIgatZna0UODhQXYFh8n2rh0S8mzaQSlpeG7/qcm9gTfeOd1qeqEp/krzbC7GSn9dlQmoO95QW4KKmPMREjgxMc67Og0Pfro/SKK0H/xOXVME2YLCgYOMmTB0XDZ599ZgQIIyIUDVYRKg203AkQXlHz4AbDx2JInRs/0zCsN7DqQPzZvknBwRkq3GTD2dyMUFBQcFBkMIpQ1/lxbo9mKsyajMsaF+I8GdfXEQgKWgoOCtn/+7//s13bbnMmurxlrZRKJXLbrkZpfC5iSo5Ot5Yk0AB8rSk2tYQHazwOt9yJimjvBn6FAm0jW7qkVCzBsaMiFymRR6/PloocLCxei6HxvauFR+/oFPy3bCcKqsJvfTpEtXRJqViCY0tZLrrEHL0+60tzMDt/LS5I6l0tPPrHp+Cnop3Iq/Tt+ii9YjPR0RDcoMeMGWMOWqXPmTPHCJDLLrvM3MYQOQXIqaee6naDsto+mbrhY1GA7Ny50wgCXmGzi8TX9QbcVFnXQMFDwWG3+SK+hCkUCg6usaftv84dSKz7sAzJmILh4zlPxm2qQGC30G9/+1sjZvgespsxWXOnPKYQB9uuRpsDmebrg0cER0MUJ+w3xmEsOq2KqEBu2yyfCY6IKsdWVBlhj4/7A5WFRmSMiHesD/+/vaLh9dlcsR8RJRGm6LS8qgJzi7N8JjiiOAXcpC/ssT77KgoxM381Lk5yrA//v7ms4fVZW7ofEYciTNEp1+ffeVk+FxwixESHM7x65qbBg14RX375pSlCvfrqq02qhAKEt51++uluUyd8LKtzhI/FjY5pGG529JqwvECaIhKYZuDVOzdTCo5wvqrmGlJwMErFVufGdIHwZ6zaHA70o1BjBMSKTFEYWlEQb88LO2guv/xyc95ZqGyHQlby3HPP4cEHH8Rdd92Fl156Cc2dkvhcHGy7pvr/nlDcYp/5tyKqBGVx+T4THMdVZJoIwS9R/0WVTYQHRcZXxY71cSc4LDaV7zPioKCyBHsq830mOG5Ny0R0RASm7vgvKmwiPDaV5WLmoTXV//eENSWO9cmvKMGOcv9MllV6JURFhzPcNGjmxIOb+9dff22uXm+88UYTXbCMnoYNG+Z2s+djWQPQrIJHihDar/Oq3RIgLHj0FD4OfSt4Nc1JseFcqEiDMwoOigUKDl/UZDinxhiZsgzJrPNi2eRThPA+Df1OPj9GynifmTNnenUe/cn333+P6dOnm7oXUUNJ/AGvf8YSHr4THH3Qvsox3bl/RV/8aiPhkV3h/fpsLPfd+lCI3ZLaBwNaOtbntrS+eG2njYRHqffrs7rEd+tTF0qvhIHocIZRDXa88Jg6dSoWL15sjMjYmss0CtsiWQcycuRIt1e4FAm0XOdhzYOxClF5dW0JkIZGwPN3UnDwyryxV/2hAjd0OsUy/cE2WX8VgTobklk2+Tw3W7duNeffasW1DMksKFYYCeO/TM3ZpZ6GURzWLLFVl5brwh5QcPQzgqNminXrqiS0QAIKcRjNHSM40vpgYGLN+mQkJKFTTAJ2lmp9RDMRHc6wE4HRDR50l+T02n/+859mRDm7Fug6yUJCChR3M0O4mVkTWC3nTQoQWmZTnFgCxNn6m+26FBz8GXbPhKrplydQXDHCwc0+kI6qPC+pqanmYOrKcqll7Qy/pgBiOoWW7Xfeeac573PnzjXnyS5QEFMMUwhLdNiEKhjB0cFJcFSgAj9HrUJhhDZU/nWPT+uDQU6Co6SqAq9sXyXB4QalV8JYdDjDlMYZZ5xhjhdffNGEsylA6IRKf5Czzz7bpGAoRBii99R50+q4oAChwOBtFB+8GufQMKYDWCsSznBTZ4SDG38wxRWjGhQZPNglRNFHAfLwww/jq6++MpGNxx57zKS77AK7Zvi+4fsx1PBHDcqWjXl4cMIC5OYUo1VSLJ6ZPBQ9+zhC9xZVlVVY+f0e7N5ZYN5rHyz7Erc/momuxzq6Ev425Wd8/OE6c79uGW3wzCtDkdQ6rlGCo6igFOt/2InCw8V4d/FsnP77nkg91vX5LJu1Fgs/XFX99cG9BegxKBU3Pz8Kq5dlY+bU5dW3HcotQlLbBPzpndGNWp/8nXlYOmUBSvKLEdMiFqfeORRtjnF9PqTkUAn2rd2NipJyzJ85C21HdcUxp3THxq/WYu3smud6OKcAHfum4qw/jfJacBxPwVFSCmzZiZKiYkyePxubTu4JdKz1fLbsBN77HGjnZA1w0yVATDRw8BDw8QJg936gTRLw+8ati0XRnjys/X8LUFZQjKiEWPS+aShadj56fcoLS5C3fjcqS8vx8yezEH1WV7Q/oTtyV+/Aln8uR0VxGfO6aDsgHd0vPxkRjR6JbJ/0ytSpU80sKfoj0S9p8uTJZop5fdBkk5+drJXkxRwtDvh3zs5Rws/Sxx9/3OVneMHJZgxvCFvRUXtzovMkj+effx4rV640AoQfor///e/NFScjIFxcd4PkandcUIAwzM+CRwoQphz4vdqh/nCBqQFGONjy2qNHD9tEcyyPFtZscO0p/pjCYK0Pox1PPvlksJ8isrOzzYY9b9482xSzBrsG5bH7FmHM9X3w26t7Y87MTXhowkJ8NO+3LvdZtmgH4ve1wqiLjkVkZATWVKTgpae/x1//NhLfLtiO/3ywFh/OuRQtE2Px2qQfzW2P/u8ZXgiO3uhY5ZjRsXHlLrTv2grlPfLRI7ED3ntyIe57y/X5nHJhb3NYPHvNRxhyTob5f+Yp6eawmP7HL9BzMD1EGsfy6YuQMbIPegzvjW1LN2HplIU4739dn09FaTl2/ZKNTselISG5BYYPPB8783PMbfw5Hhaz7v4I3c50PFdP4F/3Tam9MTjxyAyTrbtQmtwKk1vkY0OPDsAnC4Hxrs/HQMFRl6CIiwGGnwgUlwJfNV14r3t7EVKG9kHKGb2xb8UmrP3bQgx+1PX5UGgcWJ2NNplpiG3dAgMyzsf2g471iWkRhz63jkBCxyRUlpXjlxdmY8+SdebxQpkPP/wQ9957L6ZNm2b2PYqHc845xzRL1GVMSbsDXojzNu6N/HznvlbbU4pmnWzisGiMz1H47YpuoBCgQdczzzxjuiL4YcrJp0zHMCQ/evRovPPOO0Y48OrZ3WNRZPAKm8ZlVJOEof5vvvnGGJKx9oDiJBxg2ykjHKytoPeJXQSHBaNQt912m1l/1vZQlX/77bfGZt8OUKwxEmPNoeGxcOFC897j//n87YhzDQoFna/I2VeEVSv34aIrepqvR13UHbt3FGDrpjzXO0bw3AKVFYxTM7VXhk5pjoLgtVk5GHxyihEc5KyRx2DmR+u9FBwOf4ey4nIc2HcIu7ptR15kPgb9pjty9xRgX3at5+PEllV7TTSj/1lHRzfz9hVi3YodOPE8x+vzluK8IuRs3IfuQx0/n35KdxOpOLTL9flsX7EV8W0SjOAgEVGRiG99dIfX/nV7zWN2ObGbV4JjSKsj/hfl5SjNO4QpxduxoSgfyOwO5BUAB+pfn6NIiAeOSQFim369W5pfhIIt+9DpVMf6MHJRcqDARD+cyfl5K2JbJxjBYV5XZCRikxzrk9i1vREcJDImGonHtEPx/kPwR3qlqYc3MLo/fvx401zB2kKKD5YUvPnmm3Xen99ndOPjjz82HaCM1g8dOrR6T6sr6s+DUWZvaRaRjvrgpklPCR5//vOfjUU5r4z54TphwgScddZZJgLCdlwqQOdNloKE6RRam1O0WPNi6APBokp6TjAFw9ATa0J4clgHYsd5MJ7A18O0AN+MFGd2gxs2z9ny5cuxYMGC6gnFxC7iaMSIEWZAoTP8UOD7hQMR7fq+8KYGhaks53QWBXl9MF3SoVMLREdHVp+n1C6J2LWjoDp1Qk45ozO2FbbAzH+sR3RMJH78bg+en3Gyua3fwA744K3/Yt+ew2jfMQGz/rUehQVlOJhbjDbJDUeTMit6VQsO89yLy5GYmIDB6AGUOb732j1d0DWqI9qU1d31tOHwLgx7+nR0r+pU/TMW2/fsx/tP90OfVl1cbtscuQ1borbBHYX7C4yQiIyqWZ+W7RPN91ul1qxPwe58RKREYOdP2SgvLscPPy1FyqUZRwmPjfPXGAETeWS93TEupVeN4CCl5YhtkYB7j+lR8717uwCdOwKtnNYn7TDQcSBQEetQLox6dKglVnmf9BOBXkd/lszK2WYOd1BgUEhEOK1PfLtEFB8oQEKnmvUp2psPdInAgV+zUVlSjo3fL0XsORnVwqP65eUdxr4Vm3HcXefCl/gyvZJf6+/JmllWl0kjU6HOF8j8+2WdY12ws49+V/xb/+STT0yt3jXXXHPU5xK7B1mzyEgt7//ss8+azk9vaHaRjvrgG5b5qYceeshczVMsMBz1/vvvG9+I8847D6+99poxFOOHKkNQu3btMh4ctQfU8bEYluLjsaaEV7Y8STxh3BDp38E8G8VIKMBcHwUHUxZ2FByMJDGUyOgSQ392HaTH2iFL5FoH00EUovy/HbFqUPjh4gm8nzWKgAejYk1l3ZoDyD9YgouuyMDFV/TE4JM74fH7F5nbTj4jDTfePgC3XfsFrjr3Y7Rt59hILCHTEFZKpbFUlFdi//Z8dOp69FgDXpnu2ZaHjnXc5muqKitxOKcQHTNTTTSEUY/lry92uU95cRm2fLsRGSNoHe8ZJ7Rq5Pq0iAf693REQnp0AfblArn+8cDwiIpKlOYWonWvVBMNYdRjw99rrU9RKVa9PAfp5w1Eq+6eDYsLRqQjPT3d5e+rrr9LNj3wIowXuc7wa+47dcEOTe5p/Dm6gD/yyCOYNGmSy0UG0zScVfXFF1+YvXDz5s0488wzTQTcG5p1pKM+KBpYr8Cul/vvv9/k4hkBobEUlR8LFOn/wcV31wXjPA/G2Y6dJ4zpF0ZGLDfUQM6D8RTWQ7AGhs/dFxuIPwQHzwlbYinoWPwkgleDwqsrCkA4XZnV975JSUs0EYry8kojEhg93LW9AKmdXVub58/ejNFDjkNMrOOKa9SF3fH2mO+qb7/md/3MQVau2IOUtJZIbOXejK8cFYh1uu6Ki49GaXG5KUhlISE/6EuKyhGXUPffZc6OfLRIijNHbfL3H0ZlRSWSOzXeF4ZRjaJcx+Mw2sH1YZSD33cmPrklEtq2RHS84+M8/aRuWDKrZn3I1iWb0CY9Ga3TPU+PFVVWoNWRKIKBKZEyXihxBzwSPSwtB2JrrY9zLRs/09omAQWHgWTfdpDFtU000YmqikoT7eD6FOcUIL6t6/rEtmlpjqg4x/q0G9wNP875zlVwvPg52h3fFV3OGWD7v8kkp048Xzkr83OU0fzXX3/dRDYYvd+xY4cpRGUWgPDC24K1XRQh/Lz9xz/+gZtuusnj3yXR4QaKBoaP7rnnHtxwww2m24VKkiEmLjpzXuyCYRqGkYCGQvnOplcUNewCcZ4Hw3y5JUDsYNPNHB8FByM99C6xG/xDoSJnHpKCg+sfavB52xXnGhQLXgkxojRlyhQT8audEqor3Fsf7TokoO+A9vj0o/WmkHTup5tNrYZzaoUw5bJ392H07leFyKgILFu006XDhbd1TGmBosPlmPz8Ctx0p2seuj5+icrCoIrjEH3kYzAmPhqxraIx76dlyDgxDRt/3o2V6zah/QV1C5hPZi9DryGdkVhHp8P8L39Gq+QEtIs6+mcPRnhWA8H0SNtj22PzwvWmGDR72Wa0aNfSJbVCOh+fjpItRagsrzSpk71ZO5HczbWDg10sPbyIcpApO7Jwd5fjkBB5ZJuIjkZpbDTmrViG8m5pQPZuIGsTkBYLOF/sFpUACXzdEQ6RsmAF0KMzkODURbY3B1ixBuhwdERqfZFn68P0CGsy9ixdbwo/9/+wGXEUYE6pFZLcPx1le2vW5+CanUhMd6wPu1ZW/fVzJPfvgq4X1bzP7ZpeSUpKctv+z1Q+/y6Z3neGXzunnZ1hJyIvep3/njMzM01khOmaukw2Gc3n3sCJ4t4g0eEFFA1Mlzz99NPmyo9Foox+sMWIxYo8SZYA8cS7gqF1pit4sCDVeR4MIyOWF0gwOh0orH755RdTb0CBZTd4VcPQ3wcffGA2brbuitCrQXl80pmmZXb6SyuR2CoGz7wyzHz/f+5eiOHndsXwc7vhwtE9kT0nBnM/3WQiED+u2I0/v1DTnXLzmNlgrXZZaQUuHtMT197siHq441BkAX5GFgYa4eF4LZknpOPTWdtw619fRExCFK79n2HYGpWN959eiP5ndq0uGN2z9SDe+2Qunrz5WnO7M2y7nfbmx5j43uVH3eYtJ996pmmZzfr3SsS0iMEpdzjWZ9mrC9HlxK6mKJRRjuSI9shevsXEH/au3YuTbj2z+jHydxxE7uYcdH3YO1G+tbgAL293CI/4SMf6xB6bjvRF2zD97y+iIiYKuGQYcCAbmLkQ6N0V6N0NWL4KWLEaoBirrAL6dgdapznuRxEy+UNHZTA7WJYsAgb0BEbW38rZED3Hnom1by5A9uyViIqPQe+bHOuz7q2FaDeoK9od380IkcSE9sj5aQu7YpG/fi8yxjrWZ8e8X3Fo817Tarz/hy3mex2GdMcxPhQggfbpiI2NNZGK+fPnm/3IukDj1/QuqgsWj7KUgPezui5Z40gxUp+rN6P2rGu8/vrrvXotEVXuWjSEW7iETEOwAIdpGNYVMJJB8cGT7q0zqWX7TWXKegoqW6tN1106xxfwd1Nw8HnzTWfH9WbrMyuy6cdh13qIcITGe+zU8tSng+kVCujvN43zKOVRF5wy2zanf/XXOe1Xojy2AI1l3kbXr5MqW7kID7I/IgerotYExP78ux1N+3lOmT0/oWZ9PilaiZzKxq8Pee+Xmv93j2+Fu5yEB/m5IAfTd65BZYAMus9qQtaUU2avbF2zPu8eXIk95Y1bH6ZiltwxwxTWu4s4WO/9UW+MMx4rTaHscCnmjvfs91ots4zMs82d3hz8e2UahBe0vJgdO3asqX2zakKYtmE7LH+GBfmsP/zd736HP/zhD8a7g9x3332mqYIpFV4cM+3CSDij9IzOe4oiHT6AEQ3WZvAqkAffGJ9++qkRIDzZTE1YAoTpGHcCxNn2m6EtS4AwjMV6EkuA+MPWm9EWXt1yI69diGQXwcE1pfENlbsEh2gq+ZGH8DNWuQgPWqHTMCwrQMLDzmwuPoSXt69yER60Qqdh2BsBFB6hSjAcSa+88kqzb9AMkykSXiiwBtH6TGdK33kf4l7DujiWEbBeg4KE9VyMaFqwU5NjJWgnQZHBqP+yZcu8EhxEkQ4/w8peVgNTgHz++ecm38ZZMJyIO2TIEK8iINbcEQoQnnjOg6H44BupoXkwnsI3J1UrN/K6DGSCDd+qFBs0deMfCDuHhL0JhUiHc8SDNR5RThGPvRH7jfCw6iabY6TD4lhGPNKPQ1xEzfr8WLDfCA9/byKhHOkY+bpvIh1f3uJ5pMPOKNLhZ1g0StXJg/NKqDZZA8KoB988DFfx/6eccorbHLnz3BG221p27DQ4Y97NEiDO82A8he2/q1evNiq3MYYvgRAc9E+hqRvFmwSH8E/EgzUe/aqFB6fNJqIlClCI5s6m4kN4ZXsW/tClX7Xw6N+yLTrHtcT2Eq2P8AyJjgDCeozLLrvMHKzbYCsiBQgFCSv+KUAYAWFRjzt7Wd5OgcHDmgfD1Ag9FZyt2tkR406AsDWK9rhM/dAzwo6C4+233zahwlmzZhlTGiH8AZ1ILeERgQjT4VIQoQ3VYmNRPiZvz8KELv3M1Fl2uEhwuEf5hBokOoIE6zYoMniwbuPrr782KRgW8nCTvfDCC00EhFa09VUP1zcPxpq8ymJQCg7m3ChO6poHwzwdq5SZ82Ndit3gWrz33nsmt0jXPLrEChEI4RGJSORGemHx3UzYcER4REdEYu1hrY9dB77ZFYkOG0BRQfdTHq+++ioWLVqEjz76yMwRYSstBQgLUYcPH+62fdZ58ipbeNlVQwFCIzJGRCwBQoHBCAdbnujDUHuwj10EB9eBZlMUZL/5zW+C/ZREMxIeon7M7BXhERIdAbRBZ9EfZ3Vwo6SRFudiCLhNm3BzpfhgGxOv7ikQ/vjHPxo/D3bHsDWX9SGedtXQV4F2tccff7wROGyborcFIxw8P6w7sSM0/WJfOa24KciEEEKENpH+Hq3LXl7WGbBegBsHr7qFZzBtQrHw8ssvG9t0dmywtYkunBQL1113nfHLp0mLO6x5MHSQo9kXIyIsSGW/tTUPhsWk7JCxA6zduOWWW/D3v//dRHqEECIUCcaUWTvjt5ZZRjbYYUC7ZMJaA26YNB6ZOHGiP35ls4Fr+dNPP5mUAw9GROgeyRqQ888/v97uFZ5qDvbh/elYZ0U4rHkw7IShNTuLSVkfwlSMu3oSf0BxRZc7jlseM2ZMwH+/sFfLrK+pr2U2WDS1ZdYf1NUyG0ya0jLrSxrTMjts+jhEG1v4pv3eBbeGR8usXyId1mhdjtL1dLSu8ByuJUUD20eZKvnuu+9MXQZNsxgBufzyy/HOO++YglJLU/JfmouxcJT+IM4pFXp8cG4Ju0JOO+00U3DK+3HGBs8jRYrzuHJ/QodRCg466V1xxRUB+Z1CCCFCuJC0odG63CSF72BEo3///uZ47LHHTOsrox+cFkgLW3Z7sENmyZIlpraDNRKc+dJQWy+FCw+29TICQtMwPi5Vu9UlQ2MyX0ORQ8e7yZMn45prrmmy2ZkQQjRHR1I7o+6VMIKbNIUFvfIfeugh05nC7g9GRCgeGB2hcKAjKus53G3qLADmhF0ejHTwMXjQl5+REkuANCRiPIURMKZS/vKXv2DcuHFBFRycR0D/FApkiitGfzjrhUP8hBDCG9S9EgDR0ZjRusK3cNPOyMgw3TAUBYsXLzZpGE7FpecF623YhsuDtTbuNnmal9WeB0MBQmHDx7fcUPl/bwUDHVVHjx5txBGLR4Md4Vi4cCHuuOMOs0Z0fqWAGzVqlLGI94XAak5Y6b2CQ6WwC0U287Iqc9+IFngCk031mPIi2ALWVhBND7FpISmn2zFUbhU/8oqZ4X0VkgYOTqlloSiHzhGebnas8EqeB8UIjcFYhEoBwrZcbzZ9bsqWAGFajdERS4AwGuLusVgQy+4UduRw2FCwBUdd8PXxNVGMyJzMO1gbRKEqRDjBOjfrM9VdIemZr/mmkHTRbeFRSOo30eFutK4IPjz1FAv0w2AdCFtnOc7eEiBsr/VGBLCOh8KDj8mNmrNiLAHCP77aj8Vptuy24chkClE7Cg7CAtyePXtWT98VnsOLDYpcTwSouw9wihd+2If6h64/0PoEZn34mckhnpbtgLvfyc+9M3wkOhZLdLiH7bIvvPBC9WjdV155xURAhP3g24DdLjQeowD58ssvzUZL8UERQndTbybicrOx5sFQgPBnKUBoVka/EG7kFBxMY3Cmil0FB18Ha2AYMWJUSAQH6wM8HD50/YHWx37rI9FRNxptL46Cbwm+uT/99FMjQObOnWuuErj5ciAdJ9F6K0AsO3Y+5qRJk0xaho/H1l7Wi9gVWtFzqi0Fh7twqvAf2lQbRutjX9Fx+qu+ER3f3h4eosOvNugiNLHcS+mXwdQLC4Aff/xxbNmyxbjKUnSwuJIFoBQU7qBAoeEYoyWMnFBksMuGbbwMU3pi6R4MWH9EZ1QO45PgEEI0pXulqUe4INEh3MJ8/FVXXWXab5kqY8qMKRMKCNaA/OlPfzICgjUdDUHRwlQNvThoOrZt2zYz3I7eIHaL9FBwsNOHZmUsrhXBhUKVIxXsHBULJlof+66PbNBdUXpFNBpOwJ03b57pguFgOnau0IiMKRh6W7Bd14ITbdl2ak3S9SY9E2huv/12vP/++6a+xdmbg6FSf5iiCSHCDyu9cupU36RXlnpov253JDqET6B3B9MQHEDHlAxTNGyFZWSDBams3+DwujfeeMN4uNiZ+opa33rrLWNcJoQQnoqOU3wkOpaFieiw7+VmAN0naQJlOWxyk6Tlt/AODoZjFIOigtNqOY6eoUyafdGincIjFAQHoQ6v65DgEEJ4i9IrrjR70WG5Ty5btsykCjjanWkATlsVjYNpleHDh+O1114zaRW2StO3JRQEhxBCCP+h9Eot5D4phBDCV+mVk6b4Jr2y/M7wSK9o4FsteFIJTayEEEKIpqAps640+/SKM/ScuPvuu3H66afL7loImzB16lR069bNdEfR0Xj58uXBfkq2QPVo3vHcc8+ZInF+xovgIdHhBGs7Vq1aZYoghRDBh7VA9957r/FY+PHHHzFw4EBTsEx32+aO6tE8h0aGnANGY8NAI3MwVyQ6jiD3SSHsx4svvojx48fjxhtvNEZ006ZNM2Zyb775Jpo7X3zxhemo6tevnxFjM2bMMIZ7NN4TNXDK9rXXXmu655KTkwP++9W94kqzFx1ynxTCvt4v3EBHjhxZ/T2ayvHrpUuXBvW52RHVo9UNo0EXXHCBy/tIBI9mX0jKN6TlPsncKG2+idwnhQgu+/fvN9b6nTp1cvk+v16zZk3QnpcdUT1a3TBVzrQc0yvBJIwCFU2m2YsOekmQYcOGuXxf7pNCiFCrR+M0ZOEgOzsbd911l6l3YRFysFD3iivNXnTIpkQIe9K+fXtjKMcpx87w65SUlKA9L7vWo33zzTeqR3OCqTkWHA8ePLj6e4yccZ2mTJmCkpKSgBgW+qIQtArhQ7Ov6RBC2Nda/4QTTsD8+fNd0gj8+tRTT0VzR/VoDTNixAj8+uuvWLlyZfUxZMgQU1TK/8shOThIdAghbAvbZdl18Pbbb2P16tW47bbbTEsou1maO0ypvPvuu6YmzapH48HpzwJmTVjf4ny0bNkS7dq1C2jdS7C6V6Z66W9z8OBB855KTU01c7N69eqFzz77rEmPWRfNPr0ihLAvV155pRlN8Oijj5oNddCgQaZVtHZxaXNE9WihQTDSKx8e8bdhiznFwUsvvWT8bWgeRyO5ujrFzj77bHMbJ4V37twZW7duRZs2bRr9mPWh2StCCCGEn2avDHxpHKKaOHuloqgUP989wxTHOs9eYUSCR20oCuhWy9oVKy2Znp6OCRMmYOLEiUfdn0LihRdeMF1hMTExdT4Hbx+zPpReCXFk7SuEEPbFl+mV9PR0I2Ssg1b4vvC3mTlzpqmTYnqFUUSmn5555hlTeNvYx6wPiY4QJpjWvnZAMzmEEHbHlzbo2dnZxgTOOh588EGv/G0sH6rabNq0yaRV+HOs43jkkUcwadIkPPXUU41+zPqQ6AhRgm3tG2w0k0MI0dxISkpyOepKrTQGpkpYl/H666+bjjHWUj388MMm7eJrJDpClOZu7auZHEKIUCDQ3SvtG+Fvw44Vdqs4txFnZmaaKAZTK770zJHoCGFr37ryec0BzeQQQoQKgZ4yG9sIfxva52/YsMHcz2LdunVGjPDxfOmZI9ERota+7733XlCtfYOJL/OLQgjR3Pxtxo4d61IPwtsPHDhg9haKjdmzZ5tCUkbUPX1MT5FPR4hhF2tfIYQQ9py9cqUbf5tt27aZ6LAFu2LmzJmDe+65xzQm0KeDAuSBBx7w+DE9RT4dIcahQ4eMaYszVJp9+vQxb5DmMGGS6RXWb7Da+tJLL63+/g033GBc9TgxWAgh7ODTkTnJNz4dq/84w3SsOPt0hCKKdISota8zwbD2DSbO+UVLdFj5Rc6iEEIIu6Aps65IdIiQhPlFRjY4wOmkk04ylryaySGEEPZGoiMMWLBgAZobmskhhAgFNNreFYkOEbIwlaJ0ihDCzii94opaZoUQQggREBTpEEIIIfyEIh2uSHQIIYQQfkI1Ha4ovSKEEEKIgKBIhxBCCOEnFOlwRaJDCCGE8BOq6XBF6RUhhBBCBARFOoQQQgg/EkaBiiYj0SGEEEL4s6ajqekVhA8SHUIIIYSfUCGpK6rpEEIIIURAUKRDCCGE8BPqXnFFokMIIYTwE0qvuKL0ihBCCCECgiIdQgghhJ9QesUViQ4hhBDCTyi94orSK0IIIYQICIp0CCGEEH5C6RVXJDqEEEIIP6H0iitKrwghhBAiICjSIYQQQvgJpVdckegQQggh/ITSK65IdAghhBB+QpEOV1TTIYQQQoiAoEiHEEII4SeUXnFFokMIIYTwE0qvuKL0ihBCCBFmTJ06Fd26dUN8fDxOPvlkLF++vN77zpgxAxERES4Hf86ZcePGHXWfc8891+vnpUiHEEIIEUbplQ8//BD33nsvpk2bZgTHSy+9hHPOOQdr165Fx44d6/yZpKQkc7sFRUVtKDLeeuut6q/j4uK8fGYSHUIIIURYpVdefPFFjB8/HjfeeKP5muJj9uzZePPNNzFx4sQ6f4YiIyUlpcHHpchwdx93KL0ihBBChAD5+fkuR0lJyVH3KS0txQ8//ICRI0dWfy8yMtJ8vXTp0nofu6CgAF27dkV6ejouueQSZGVlHXWfBQsWmEhJ7969cdtttyEnJ8fr1yDRIYQQQvg5vdLUg1AQtG7duvp49tlnUZv9+/ejoqICnTp1cvk+v969ezfqgiKCUZBPPvkE7777LiorK3Haaadh+/btLqmVd955B/Pnz8fzzz+PhQsX4rzzzjO/yxuUXhFCCCFCIL2SnZ1tai+aUlNRF6eeeqo5LCg4MjMzMX36dDz55JPme1dddVX17f3798eAAQPQo0cPE/0YMWKEx79LkQ4hhBAiBEhKSnI56hId7du3R1RUFPbs2ePyfX7taT1GTEwMjj/+eGzYsKHe+xx77LHmdzV0n7qQ6BBCCCH8iC9SK54SGxuLE044waRBLJgu4dfO0YyGYMrk119/RWpqar33YeqFNR0N3acuJDqEEEIIP6dXmnp4A9tl33jjDbz99ttYvXq1KfosLCys7mYZO3YsHnzwwer7P/HEE5g7dy42bdqEH3/8Eddddx22bt2Km2++ubrI9P7778eyZcuwZcsWI2BYbJqRkWFacb1BNR1CCCGEn6gKwmNceeWV2LdvHx599FFTPDpo0CB88cUX1cWl27ZtMx0tFrm5uabFlvdNTk42kZIlS5agb9++5nama3755RcjYg4ePIi0tDSMGjXK1Ht4W1cSUVUVTgarQgghRPBhS6vpMnlsHCLiY5v0WFXFpch7bAby8vJcCklDEUU6hBBCCD9hLus1e6UaiQ4hhBAijNIrdkaFpEIIIYQICIp0CCGEEH5C6RVXJDqEEEIIP6H0iitKrwghhBAiICjSIYQQQvgJpVdckegQQggh/ITSK64ovSKEEEKIgKBIhxBCCOEnlF5xRaJDCCGE8BNKr7gi0SGEEEL4CUU6XFFNhxBCCCECgiIdQgghhJ9QesUViQ4hhBDCTyi94orSK0IIIYQICIp0CCGEEH5C6RVXJDqEEEIIP6H0iitKrwghhBAiICjSIYQQQvgJpVdckegQQggh/ITSK64ovSKEEEKIgKBIhxBCCOEvSkqbnh4pKUW4EFFVFU6BGyGEECL4FBcXo3v37ti9e7dPHi8lJQWbN29GfHw8QhmJDiGEEMJPwqO01DdRitjY2JAXHESiQwghhBABQYWkQgghhAgIEh1CCCGECAgSHUIIIYQICBIdQgghhAgIEh1CCCGECAgSHUIIIYQICBIdQgghhEAg+P/MgdRKY36zGQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 19%|█▉        | 19/100 [00:00<00:03, 23.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️➡️➡️⬇️\n",
      "⬆️⏫️⏩️➡️⬇️\n",
      "⬆️⬅️⏬➡️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 40%|████      | 40/100 [00:01<00:02, 23.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️➡️➡️⬇️\n",
      "⬆️⏫️⏩️➡️⬇️\n",
      "⬆️⬅️⏬➡️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 58%|█████▊    | 58/100 [00:02<00:01, 23.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️➡️➡️⬇️\n",
      "⬆️⏫️⏩️➡️⬇️\n",
      "⬆️⬅️⏬➡️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 79%|███████▉  | 79/100 [00:03<00:00, 23.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️➡️➡️⬇️\n",
      "⬆️⏫️⏩️➡️⬇️\n",
      "⬆️⬅️⏬➡️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:04<00:00, 21.34it/s]\n"
     ]
    }
   ],
   "source": [
    "# 外层循环，使用tqdm库显示进度条，总共循环100次\n",
    "for _ in tqdm.tqdm(range(100)):\n",
    "    # 遍历所有的情节（episodes）\n",
    "    for i in range(len(episodes)):\n",
    "        # 从每个情节的最后一个时间步开始，逆序遍历\n",
    "        for j in range(len(episodes[i])-1,-1,-1):\n",
    "            # 获取当前时间步的轨迹信息\n",
    "            trajectory = episodes[i][j]\n",
    "            # 解包轨迹信息，分别得到当前状态、动作、得分、下一个状态、下一个动作和是否终止标志\n",
    "            tmpstate, tmpaction, tmpscore, nextState, nextAction, terminal = trajectory\n",
    "            \n",
    "            # 计算下一个状态的最大动作值，和8.1.2区别在这里取了max\n",
    "            next_action_value = action_values[nextState].max()\n",
    "            # 计算目标值，根据贝尔曼方程更新规则\n",
    "            target = tmpscore + (1.0 - terminal) * gamma * next_action_value\n",
    "            # 计算时间差分（TD）误差\n",
    "            TD_error = action_values[tmpstate][tmpaction] - target\n",
    "            \n",
    "            # 根据TD误差更新动作值函数\n",
    "            action_values[tmpstate][tmpaction] -= learning_rate * TD_error\n",
    "\n",
    "    # 每20次迭代执行一次策略和状态值的可视化操作\n",
    "    if _ % 20 == 0:\n",
    "        # 根据当前动作值函数生成确定性策略\n",
    "        policy = np.eye(5)[np.argmax(action_values,axis=1)]\n",
    "        # 显示当前策略\n",
    "        gridworld.showPolicy(policy)\n",
    "    \n",
    "        # 计算每个状态的最大动作值，作为状态值函数\n",
    "        state_values = np.max(action_values,axis=1)\n",
    "        # 获取每个状态下的最优动作\n",
    "        p = np.argmax(action_values,axis=1)\n",
    "        # 绘制状态值函数和最优动作\n",
    "        draw(state_values.reshape(5,5), p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f3b48d13e1639b3",
   "metadata": {},
   "source": [
    "# 最后目标区域值不是1，而是0.9是因为它原地走也会被扣分"
   ]
  }
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